{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "enable example env will only read RomDataBu/df_kl.h5\n"
     ]
    }
   ],
   "source": [
    "from __future__ import print_function\n",
    "from __future__ import division\n",
    "\n",
    "import numpy as np\n",
    "import pandas as pd\n",
    "import seaborn as sns\n",
    "import matplotlib.pyplot as plt\n",
    "import ipywidgets\n",
    "\n",
    "%matplotlib inline\n",
    "sns.set_context(rc={'figure.figsize': (14, 7) } )\n",
    "figzize_me = figsize =(14, 7)\n",
    "import warnings; \n",
    "warnings.filterwarnings('ignore')\n",
    "\n",
    "import os\n",
    "import sys\n",
    "# 使用insert 0即只使用github，避免交叉使用了pip安装的abupy，导致的版本不一致问题\n",
    "sys.path.insert(0, os.path.abspath('../'))\n",
    "import abupy\n",
    "# 使用沙盒数据，目的是和书中一样的数据环境\n",
    "abupy.env.enable_example_env_ipython()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# 第9章 量化系统-度量与优化\n",
    "\n",
    "[abu量化系统github地址](https://github.com/bbfamily/abu) (您的star是我的动力！)\n",
    "\n",
    "[abu量化文档教程ipython notebook](https://github.com/bbfamily/abu/tree/master/abupy_lecture)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 9.1 度量的基本使用方法"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "from abupy import AbuFactorBuyBreak, AbuFactorAtrNStop, AbuFactorPreAtrNStop, AbuFactorCloseAtrNStop\n",
    "from abupy import abu, ABuProgress, GridSearch, ABuFileUtil, ABuGridHelper, AbuMetricsBase, AbuBlockProgress\n",
    "    \n",
    "# 设置初始资金数\n",
    "read_cash = 1000000\n",
    "# 设置选股因子，None为不使用选股因子\n",
    "stock_pickers = None\n",
    "# 买入因子依然延用向上突破因子\n",
    "buy_factors = [{'xd': 60, 'class': AbuFactorBuyBreak},\n",
    "               {'xd': 42, 'class': AbuFactorBuyBreak}]\n",
    "\n",
    "# 卖出因子继续使用上一章使用的因子\n",
    "sell_factors = [\n",
    "    {'stop_loss_n': 1.0, 'stop_win_n': 3.0,\n",
    "     'class': AbuFactorAtrNStop},\n",
    "    {'class': AbuFactorPreAtrNStop, 'pre_atr_n': 1.5},\n",
    "    {'class': AbuFactorCloseAtrNStop, 'close_atr_n': 1.5}\n",
    "]\n",
    "# 择时股票池\n",
    "choice_symbols = ['usNOAH', 'usSFUN', 'usBIDU', 'usAAPL', 'usGOOG',\n",
    "                  'usTSLA', 'usWUBA', 'usVIPS']\n",
    "# 使用run_loop_back运行策略\n",
    "abu_result_tuple, kl_pd_manager = abu.run_loop_back(read_cash,\n",
    "                                                   buy_factors,\n",
    "                                                   sell_factors,\n",
    "                                                   stock_pickers,\n",
    "                                                   choice_symbols=\n",
    "                                                   choice_symbols,\n",
    "                                                   n_folds=2)\n",
    "ABuProgress.clear_output()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "买入后卖出的交易数量:67\n",
      "买入后尚未卖出的交易数量:3\n",
      "胜率:55.2239%\n",
      "平均获利期望:14.1076%\n",
      "平均亏损期望:-7.8008%\n",
      "盈亏比:2.2102\n",
      "策略收益: 48.3078%\n",
      "基准收益: 15.0841%\n",
      "策略年化收益: 24.1539%\n",
      "基准年化收益: 7.5420%\n",
      "策略买入成交比例:80.0000%\n",
      "策略资金利用率比例:28.0706%\n",
      "策略共执行504个交易日\n"
     ]
    },
    {
     "data": {
      "image/png": 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U1RdjMVoGvPik3dyzC1m7z8PHFRtp8jaTZNX4Fxk5chLG8ZWZXyDeEscpWScS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PtHVfs6XR63i1VV+by4vYHtB1sA60NNRJLHxW1XKrp6BnhLN3GgroOqsuxoGthjrx5h/7EOXIbB\nRzcuHXMZdmFZFi/vbMDA2jPU3j3AwrIsrj5vYn12hBATl5+Visftiq7c9vWPn0K2cd08Vi8qmPYP\njC7DYF5RBrqmnd7+IKnJHjr9A2zWTeExy4fHeJDp85JZ7o2eizZXN7F1fzOfv3nlaZ0Xn9tSx/3P\nVA+7rTjXx8b1FVMx3AkZCFgtEWbqvC6cIbKRH5xXgQwkgBEjmKbJ/voWHq5+gmOhXRBeSPjL1i0c\n6DgEabBvazpe0+R9Vyzi0nPm2FoZZ05+GhvOnsPzW+t4alMN166roD8wSG//INlTuG+kND/cmfZY\nBwZD+1ZiXXZOGW/pJl7cXk8oZPLH5w5wNLyZc8WCPK6/oHLYKlGsqjIr533p/Fz2HmnD43HxkY1n\nTWnhAyGExeUyKMnz0dDqJ2Sap0whW3CKTttTpaIkk3017dSc6EKV5/DQ8wfZfbiVecUZYza4FM4V\nyT6InAMON3SyfH7epJ8nUqTmnRfPJzvNy2/+ui9aZXM67T7cyt6jbbzjwopoCeXIfjAxOxTn+shK\n89LhH3BkWWz5axRRwcEQX3vgMTpy3sKV3Eeoz0ewfgHeBTvZ1boLI6Md05/B8uKF3PZ2NWUrHGfq\npg3z2VLdxF9eOcK5i4cazJ1JCeWRIiknJlCQnTJmiUhVno03yUXtiW5+fnAXXT0Bzl1cyLXr5lFe\ndPI0sJK8ND7zruXMLUzn6Iluq+v3DKYICDHblOT5qG3sprWzb2gTf7K9m1QrSyIb+a0AJrL/5Z7P\nXkxXR6+dQxOTNLIpaiQIGMvuw61k+JLGPE90hgsCbFhZSqRhQId/4g2UT8e2/c389JGdDIZMTrT2\ncO16KxMgPUVWYGYTwzBYPC+HN/accGQKmWziF1HVDcfpLHwFl7eflenn8y/rvoCvrwIz4MWV2YZh\nmLx9/kX8w40rHBO8gHWF9L2XVxEIhvj909XRrrFT2fQttgN26TjdsA3DoCA7lbpmP509AVZV5fOJ\nG5adMniJOHtRAfnZqaxWBSyamz0l4xZCjC22EtnQCoy91/Qi/UQi+2A6/QOkpXhsH5eYvJH7P7t7\nxg5gQqbJTx7ewU8e3kFojJ5mnf4BDMNKy85ITcIwhqpsTqWevkB0v85jrx3BNKGyJIPN1U3811NW\nCpts4p991i4pxADmlzhvBVgCGBG1q/EAhstkSfJ53Ln2XZTkZvK/3reaQrMKTINiXyHXLl7vyIpY\na5cUsqwyl12HW3nmrVrgzEsox8rNTI6WSI5UMBpLYXZqtLFmcd7oNDMhhDOUxlQiO1kK2UzKz0oh\nPTUp2v+pwz9AppRQj0tejwt3TApw1zgrMD19QQaCIVo6+9kTbgQdq9M/QEZqEi6XgctlkOnzTnkA\nMxgK8a/3vcUP/rSd/sAgR493Ma84g3+8ZRVlBWnRv0fZAzP7nF1VwC++dIkjiwlJADNCU3sv//Pi\nQXRN26j7QiGT4GBo6Htz9NWSeHa46ygAi3IWRG8rzvXxjas+yE8v/x7/fP4X8bqdeTI1DIP3X6kA\noptep3IFxjCMaEAy3goMQGHOUNpXcY4EMEI4VUlMJbKhPjD2BjCGYVBRnEFTex8d/gG6ewPSAypO\nGYYxrC/YeClksbe/uN1qWfDS9np+/dgeTNOksycwLIiN7EmYSlurmznR1suR450crOtgMGSyaG4W\nvpQkPn/zqmjbANkDMztNRTXX6SB/jWF1Td088fpR3tjTSMg0eWtfE9/+6HkEB012H2llS3UT2/Y3\nA/CVW8/mD8/up7q2na+87xwWlA7f4BkyTb79u80UZKfwseuXOnLFYixNA3WYhotlxaOrisWDwuxU\n8rNSomVHp7pqRmmej6PHu6JXbsccQ0zQIiswQjhXUa4Pl2FQ39IT7fHihFStipKMcBNb63wjKzDx\nKxBzwXO8ACa26eXW/c10+gf4zV/3AXDDRZX09gfJTBu6+p2Z7qWmsXtU8+Yz8bfNxwAIDpps2nsC\ngKoyK405JyOZf7xlFc9tqTutIgRCTBf7361t1tMX5DdP7GVztXXVfk5+Gh6Pi6PHu6g50c0fn92P\nrm0HwO0yGAyZ/OihHdEPyU+9UcMn37l82HMebuiM/qfmZnPpOWUz+486DX3BPnpdrZjdORTnOG+p\ncKLKCtKjczOVKzBg9bcpK0insmT84xO78b5ojEplQghn8LhdFOak0tDsJym8T83uFRiAynC1sR0H\nrJLtWVOYCitmViAYE8D0jL1qEtkbU5CdQlN7Hy9sq4ved6zRqkA2cgUGrPTCqQhgahu7qQ5/xgHY\ntLcRsEr7R5TkpfG+Kxad8e8SYio5c11omp1o7eG/ntY89PxB/vzyITZXN1FZkslnblzON+9Yy8Z1\nFQDc9+Q+dG07VWVZfPX9q/nsTSsAq7FYarKHsoI0tlQ30xquFBOx/UBz9OsHnz84LRvuptpxfxMY\nkBrKjevSvZHGljC1e2DAypm/+vx5J11Ri6SQpaV4pr1ztxDizJTk+fD3BWls68XjdjkiVaIivFl2\ne3QFRt5HEsG4KzDh2y9fPReP28UTr9dE76tttEowZ/qGAphIZsHpllIOBAe578l9HGvsBuDZ8OrL\nGlUAWE1di3N9w36nEE5k/7v1DOsfGOSHD+3g71vqeOL1o/ztrWP4kj18+b1nc3ZVAS7DYMWCXDJ9\nSRwJ129/18XzWViWxYI5WUQ+uy6Zl8MVa+YSMk0effVI9PlN02Tr/mY8bhfvvnQBfQOD/PmlQzb8\nSyfGNE12H26lti18skxyXqWJyYgNYJJtuJqam5lMarKH8qKMuEkdFGK2iqSDtnT2OWL1BayUnax0\nL8FBa4+lrMAkhvE28UdSyIpzU1mjCugPDEbvqw0HGbErMJGvO0/zwuimvY28sK2eb/72Tbp7A7y+\n+zj5WSm8bc3c6GOqymam75EQZ2JWBTB1Td3c88BWTrT2cPnqMhaGm5NduKJk2IfdJI+bL9yyisw0\nLwvLsqIlbVOTPZQXWqkGZ1XksG5ZMaX5aby4rZ6aE1aw88dnD1DX5GdZZS5vP3cuJXk+XtxeH73a\nsVk38d37t0Q3jdpt79E2vv/ANn737HYAyvMKbB7RmSkrSLf197tdLr5622ruuHaJreMQQpxabEEO\npwQwACqmjPpUp8IKe/h7A5hjFP7pCqeQZfi8XLSydNh9NZEAxjd2CtnpiJRqHgyZvLyjgYFgiMvO\nKRuW8ixl/EU8mBUBzEBgkIdfOMg3fvMmB+s6WbukkJsvXcjH37GUt60u45p180b9THlRBvd8cj1f\nes+qYVfSVy7Mw+N2sXy+9f/3XL4QE/jD3/ZTc6KLZ96qpSTPxweuUrhdLm65rArThAee249pmvz0\nkZ1U17azr6Z91O+0w7EmK8fW8FqNsc6vKrdzOGesOPwmnJ9lX5+aOflpjuqTI4QYW0n+0Ic2J2zg\njzjvrKLo11KFLH599qYVLKvMZXF5NsFBM1quO1YktSw9NQlVnk1RTCXLxjareWnsCkxe+NyydX8T\ne4+0RhtdTlTs4594/Shej4uLVpaQ6UuKXsiVFRgRD5zzjj3FAsFBunoCbNrbyNNv1tDePUBeZgrv\nf/siVi7MByA3M4VbT7Ixbax86I3rK7jsnLLoG8qyyjxWLcxn24Fm7ntSA/COCyujeaorFuRF+5Ps\nONgSfZ6+fmeswET27xhe6/95vhw7h3PGPG4X93xyvaOupgohnKmsIJ2cjGTauvqjTfycILbakwQw\n8WvlwnxWLszn14/tAaxgZVSDy5gAxmUYfO7dK6lv8fOTh3dGHxO7D2p+aSbL5uey61Are460sWFV\nKR+8avGExxS7d6a7N8Alq0pJS7Gev2pOFq1d/RTEFKMRwqkSMoDp7Q/ytV+/QVuXtaqQ7HVzzfnz\nuG59xRnvi/C4XaPKWt5y2UJ2HmrhcEMnbpfBssrhpQZvvmwhu+/dxG/DpRGB6NjsFqnYddZCH9Ud\nkOWN3wpkEbL6IYSYCI/bxbXr5vH7p6sdVWzF43Zx86UL0TVtZEgAE/ciDSC7ewOjgoOungE8blf0\noltRro+C7FQMA0zTqn5aEpPqaBgGd1yzhB8/vJPDDZ00t/dOaiztI/7ON66viH79mRuXMxgyZf+m\niAsJGcA8tamGtq5+qsqyWD4/j0vOnjOtHWSLcn1cce5cnnyjhsXl2fhShh/WsoJ0Nqyaw/Nbh8oj\nNnX0ceBYB5npXvIzU2yr/NXc0Ys3yYU/2E2KO5kUj3z4F0LMHhtWldLQ0sPSily7hzLMVeeVc9V5\n8Z3SKyyRzx/3P1PNhStKWKMKo7d19QTI8CUNCxpcLgNvkpv+gUEqijOGNcQEyEpP5msfWM2ddz9P\n7xhpaSfT3m1dPE1N9nDV2rnDLvgledxIzTsRLxIugGnt7OOpTbVkpnn5/M0rZyyv+br1FXR0D3Dx\nypIx77/hwkre2HOc3n7rzeb5rXXRgMbjdlGa5+M9l1exeN7MpnA1t/eRn5VK+0AHWcmS9yqEmF3c\nLpf0uBDT6twlhew61EL1sQ4O1Xdy/9PV4YurpTR39DG3cHTxmf5wYFI1zoZ6wzBIS/Hg75tc6mNH\ndz9Z6V6+/6kLcMlKi4hjCbWJ3zRN7ntS0x8Y5MYN82d0U2ZqsoePXncWqnzsACQzzcttVyrWLC4c\n9qaxRhVQVpBGXbOfn/15Fx3dM5da1tMXoKc/SG5WEv5AD1nJ8V1CWQghhHCaohwfd71/NXd/Yj3v\nvmQBc/LT2HagmR8+uAOADN/46x7lReNX1vSlJNHTN3Z55rGYpklH9wDZackSvIi4l1ArMK/vOcHO\nQy2cVZHDhcvHXgmx0/lnFXP+WcXc9YvXaGzrJcOXxCduWIZhGDzzZi1/eHY/T26q4dOV+TMynsj+\nl8wsq1twllcCGCGEEGI65GWlcPX587j6/HnUnOji+a11dPUG2LCqdNRj33XxfB5/7eioPbWx0lI8\nNLX3YpoT27fS2z/IQDAkpblFQkiYAKbTP8Af/rYfb5KLD1612NGb0Nzh/S7lhenRcV6wvIQ/PLuf\nhpYewNrsl+Rxjcp9PVOv7mrg/mf2EwqZ1mY9by/7kl4BE/JSpPa7EEIIMd3KizL4wEmqh21cXzFs\ng/1YfClJDIZM+gODE8o46fBbGR7ZEsCIBHDKv3illAv4GbAS6Ac+orU+EHP/dcC/AEHgXq31ryYz\ngJBpsvdIG6o8e8yyxRP133+rprs3wHsvr3J8CcDIJrqcjKHNc74UD2kpHhrbehkMmXzzN5sIDJp8\n4h1Lx01LOx3PbamjbyBIeZFVbaw39zBdZhfnl6zh8vKLp+z3CCGEEGL6pIULBvX0BScUwLSHq59m\npSVP67iEmAkTiRhuAFK01uuAu4DvR+5QSiUBPwDeDmwA7lRKFY35LON4+PmDfP+Bbfw9pkLXZL21\nr5FNextZUJrJ5avLTvt5ZsqqcB+a5QuGLw0XZKfS3NFLzfFOWjr76fQPcPcftvHkGzWYpskTrx/l\nH3/6Cn0Dp9evoL27n0P1nai52Xz99nP55w+uxpPXQIo7mVsWvRNfku/UTyKEEEII20Uqnk50I//2\ncC+6k+2rESJeTCSF7ELgSQCt9etKqTUx9y0BDmit2wCUUi8DFwMPjvdk9735FOmpHjLTvCQluXn6\ncDXuQtja0kHysdpJ/wP8fUEe23SE5BKTFefN4+X61yb9HDNt/ooQmeUhetMP8OKx6GIW7sJ6zFA3\n97/5JO7CRqrmZHKs2c/Du4+yrS2Tnv4gnak9PHlggNzMyV9Bqa5tJ6lyPycK27nr5ccwTZPugJ/z\nS9bgdUvxRCGEECJe+MINKCeykT84GOK13cdJT02KNvMWIp5NJIDJBDpivh9USnm01sEx7usCTlqL\nd1PXs9ajwrwV1v+PAkerJzCasZRZS0lP1u0+zSewScuI71Os47Gjbw/eCuuYUAJeoBbAC94MeOb4\nHjh+er/SUwDepEzSk600u/y0HG5ccSUF2fHfwHI6FBTIcbGTHH/7yRw4g8yDM6+Fn7AAABHZSURB\nVDhpHoryrQaXbm/SKcf16o56unoCXH/xfEqK479lgpPmYbayew4mEsB0ArGjdIWDl7HuywDaT/Zk\n69Kvob27j/auAbp6A5hAW2cfZYXpbFxXMYmhQ0tnHw/+/QB5mSncdOkCDJy7cX8i9h5t44Vt4d4w\nHhd3XLMEwzB4cXsde460RR930YoSlp6kMsl4Hn7hIC2tIf71znficcUUBwhAU1PX+D84SxUUZMhx\nsZEcf/vJHDiDzIMzOG0eQkGrV0xDYydNTSdPC3v85UMArKnKd9S/4XQ4bR5mo5mag5MFSRMJYF4B\nrgP+pJQ6H9gZc99eoEoplQt0Y6WP3XOyJ3v/2ktG3fbpH7xIsDmZ1UUrJzCcIX+uPsRgq5+bLl7G\nmqLCSf2sE/n62niu1SpprCpyWFO8CoDGrGx2th6MPi6tfx6rixZM+vl/W99Bfpp3ePAihBBCiLiT\nFk0hO/kemLaufnYeaqGyJIOyAtn/IhLDRAKYR4ArlFKvAgbwIaXUrUC61vqXSqkvAE9hZXHdq7We\n9G787IzkaGWuyThY3wmAKk+M8r/FuUOb6G+5rCr6deGIqmptXZM7VjsOtnC4oRN/X5CFc+J/6VgI\nIYSY7dImuIn/1V0NmCZctGJ0vxkh4tUpAxitdQj4+Iib98Xc/yjw6JkMIifdS32zn4HAIN4J9D3p\nHxiktqmbQ/WdFOWkkuFLjJrmORnJfOk9q1i6qJBQTKWxkWWhJxvA/PDB7dGvC3Ok0pgQQggR7yay\nid80TV7a0UCSx8XaJZMqEiuEozmikWV2ulVRq727/5QfsHv7g9zzx60cbrBy71YlWDWNJRW55GWl\nDsstPNMAJlZhjrN75AghhBDi1GL7wIynuradxrZe1i0tipZdFiIRnH7nyCmUnREJYAait+061EJ9\ns3/Y4/oDg/zooR3R4AWgsiTxK1GkJnvI8FlXWgzDCmBM05zQz4ZGPM7pTT6FEEIIcWppqUkYQFN7\n77iPeXlHAyDpYyLxOCOACa/ARFYWnttyjP/7p+388i9DZZGDgyF+9sguqmvbWa0K+Ny7V7KwLIvV\nKv43709EZB/M3IJ0+gOD9PZPrHHVyCszsgIjhBBCxL/kJDeqPJuD9Z1jBjG9/UHe1I0UZKewKEH2\nCgsR4Yj1xEgA09jWwys7G/j901ZDmJrGbpraeynITuWBZw+w81ALy+bn8rHrl+Jxu1ixYPKlhOPV\nxStLKchJJTnJTU1jN61d/dH815PpiCmOsHBOFvlZKdM5TCGEEELMkPXLSthX085ru49z/QWVw+7b\ntPcEA4EQFy4vwWXEd5sJIUZyxApMVVkWyUluntxUy71P7CUtxcPbVpcB8O//s5MdB1t4fc9xstO9\nfOqdy/G4HTHsGXXRylLuvG4pOeFgryMm3e5kOvzW495xYSVfvW31rDx2QgghRCJarQrwely8uuv4\nqNTyA8esPuNrFs+OTBUxuzji02xmmperzyuntz+IN8nN529exbXrKwCobezmRw9ux98XZMWCPJIn\nUKUskWWmWxXXOvwT28gfCWCy0hKjUpsQQgghLKnJHs5ZVEBjW2+0tUREU3svhiF7X0VickQAA3Dl\neeVcu24eX3zPKuaXZpKV5uXWt1WRmuwmck1h2Wl0n0802WmTXIHplgBGCCGESFTrlxUD8Oqu48Nu\nb+roIzcjRTIvREJyzF91cpKbGzcsYEHpUKPFt62Zyz2fvIAUrxvDgCUVOTaO0BmyoiswEwtgOnus\nx0VWboQQQgiROJZU5JCV7uXNvScIBEMABIKDtHX1U5At+15FYnJMADOe1GQPd16/lA9fs4S0CWxa\nT3SRlZT27gmmkEVWYBKk2acQQgghhrhdLtadVYy/L8iOg80ANHf0AZI+JhKXI6qQnUqiNas8E5nh\nAGaiKWSd4b0ymZJCJoQQQiSkdcuKeXJTDa/sPE52RjJ/fb0GgHwJYESCiosARgzxuF2kpyZNKIUs\nFDJpaO3Bl+zBO8uLHwghhBCJam5hOhXFGWw70MyeI60MhFPJJIVMJCrHp5CJ0bLTvROqQrZp3wla\nO/ulhKIQQgiR4D50zRKSPK5o8AJQkCUrMCIxyQpMHMpK83KsyU9/YHDcstIh0+TxV4/iMgyuWTdv\nhkcohBBCiJk0tzCdL9y8kuaOPuqa/Ly25zil+Wl2D0uIaSEBTBzKijSz9A9QOE5+69bqJuqa/axf\nVjzuY4QQQgiROFR5DgowTZObLl2AyzDsHpIQ00JSyOJQpJRyU3vvmPebpsmjrx7BAK6V1RchhBBi\nVjEMQ4IXkdAkgIlDyypyAXhxW/2Y928/2ELNiW7OXVJISZ4sHwshhBBCiMQhAUwcWjwvh/LCdN7S\njaNWYUzT5LFXjwCwcV3FzA9OCCGEEEKIaSQBTBwyDIMrzyvHNOGZt2qH3dfS2ceh+k6Wz8+jrDDd\nphEKIYQQQggxPSSAiVPnLi4kJyOZl7Y34O8LRG8/cKwDgCXzcuwamhBCCCGEENNGApg45XG7uGLN\nXPoDg/x9Sx07D7XQ2x9kf50VwFSVZdk8QiGEEEIIIaaelFGOYxevLOUvrxzmzy8dJmSaLCrLorsv\niMftYl5xht3DE0IIIYQQYsrJCkwc86V42LCqlJBpAlB9rIP6Zj+VJRl43DK1QgghhBAi8cgKTJy7\n+rx5tHcPcMmqUl7ZdZzWzj6uWDPX7mEJIYQQQggxLSSAiXOZaV4+dv1SwOrAK4QQQgghRCKTPCMh\nhBBCCCFE3JAARgghhBBCCBE3JIARQgghhBBCxA0JYIQQQgghhBBxQwIYIYQQQgghRNyQAEYIIYQQ\nQggRNySAEUIIIYQQQsQNCWCEEEIIIYQQcUMCGCGEEEIIIUTckABGCCGEEEIIETckgBFCCCGEEELE\nDQlghBBCCCGEEHFDAhghhBBCCCFE3DBM07R7DEIIIYQQQggxIbICI4QQQgghhIgbEsAIIYQQQggh\n4oYEMEIIIYQQQoi4IQGMEEIIIYQQIm5IACOEEEIIIYSIGxLACCGEEEIIIeKGBDBCCCGEEEKIuCEB\njBBCCCGEECJuSABjA6WUSymVYvc4ZjullKGUSrJ7HLOVUsqtlCoOfy3vRTZQSnmUUh9XSi23eyyz\nmZwTnEPOC/aTc4P94uHc4LF7ALONUupO4O1ArVLqR8BRrbVp87BmFaWUAeQC3wLuBTbbO6LZRynl\nA74DeIFPaK1DNg9p1lFK3Qx8HlgGlNo8nFlLzgnOIOcFZ5Bzg/3i5dwgke0MUkqdBbwD+ArQBnwc\nuNLWQc0i4RMU4Q8HlcDNwMVKqVxbBzZLRI5/WBCYD8xXSl0Xvt9ty8BmkfCV/jSl1GPADcAdwJ+A\nbHtHNjvJOcF+cl6wn5wb7BeP5wYJYKaZUipLKZUW/nYDUKu1Pgj8HDiE9UaZZ9sAZ4nwMU6Lueki\n4I/AEsCxS6SJYozjXw60AncD1ymlCgFJ25hG4TlI11r7gS9rrW8F6oG5QJ2tg5tF5JzgHHJesJ+c\nG+wXr+cGCWCm378Bnw5//SjWyalCa90EbAvfPt+Wkc0SSqnPA08A31JKfSl88zNa688AR4HLlVJl\ntg0wwY04/l8O3zwAvATsBlYBjwBlI67EiSkycg601nsAtNbtQDew3s7xzTJyTnAAOS/YT84N9ovn\nc4MEMNNIKbUBuAw4Xym1TGt9DOvF+M8AWutNwEIgOfx4eYFOMaVUFVZKxvXAD4ArlVIf0lrvCj/k\nPqyrDOcopbw2DTNhjXH836aUuhXr7/7DWFed64FGoEVy/6feiDn4PtYcfCR8Xx5QDXTZN8LZQ84J\nziDnBfvJucF+8X5ukABmepUDvwYex8onBPgusFYpdZNSqhJIJTwP8gKdFoXALqBHa10LfB34J6WU\nByD8AeINrJzPEttGmbhGHv9vAd8AUoAtwLeBm4B9wHtsGmOiGzkH3wTuUkp5tNYtQA5wNUjFnxkg\n5wRnkPOC/eTcYL+4Pjc4bkDxLHK1LGaiH8TKp90MFCilrtJadwFfBtYA/w08rLV+0Y7xJprwBrT0\n8NeRK5dtwAKgVCllaK1fAV4BPhnzo78Bfq21PjqjA04wEzz+LwMvAOdorT+ttX4TCAE/1Fr/3JaB\nJ5BJvgb+IXz/r4D3KqXcUvFnasTOQ/h7OSfYJFwOduS5Wc4LM2iCcyDnhmk0yddBXJwbJIA5Q0qp\njUqpX8V874pMtNa6T2vdAOwHngVuDv8h/FVrfRdwgdb6t7YMPMEopT6N9cFgRfgmI/yC3IO1DPpe\nILIx9nmgJfxzLq11v9b61RkeckKZ5PF/FTgc/jmP1jqktT4x02NONKfxGjgBoLV+Czhbaz04syNO\nTCPnQc4J9lFKfRX4CXBt+CY5L8ywSc6BnBumwWm8DuLi3GCYpqxQnwml1OeA7wGrY/JnI7nOGVrr\nx8LfV2HlOf9Oa/03WwabgJRSBcCLWFc27w5fzYy9fzXWRsCLgINYHxw+D3xLa/34DA834cjxt5/M\ngTNMYB7knDBDlFLJwP8BAsAvgBVa64dj7pfXxDSTObBfos+BBDCnKXJVLVzBYQ2Qo7W+JvwHczdW\nA6DPaq13hh/vAbK11s32jToxKaUeAv6CdcxzsJZFv4K1MfBs4DasMozrsPI5/1Nr/Zw9o008cvzt\nJ3PgDKeYhxXIOWFGKKtvyL9j9bG4Hqtpdx3WxUZ5TcwAmQP7JfocSAAzCUqpjwGm1vqX4T+MZOAX\nWuvblFKbsZaf/wPYFylFJ6beGPPwYawGcL/AqujzAFYu7c+11o32jTQxyfG3n8yBM8g8OMeIuSgH\nvgrUYFWy+itDc/Hv4ZLVYorJHNhvNs2B7IGZnIuBryqlfOGcwFTggFLqNsAAVgJPRYIXJd1jp8vI\nedgN/BS4L/yC/DRwHVYzLJmHqSfH334yB84g8+AcsXNRg9XD4p3ArvA+ik8CG7FWxWQupofMgf1m\nzRxIAHMSSqnimK+XAp2ABv53+OYcrBPURVi1tLdgpQsA4NSNT/HmJPPwnfDNm7Hq9ueGv58HPKq1\nDoLMw5mS428/mQNnkHlwjpPMxffCN/8H0ACsCH9IqwCelbmYOjIH9pvNcyApZGNQVvfdb2DVyH4U\neBpoB4qx8gd3ANdprXcrpVZorXeEf24hUKm1fsaWgSeYCc7DNVrrfUqpy7FyOedglV78rtb673aM\nO1HI8befzIEzyDw4xwTnYqPWeo9S6gbgcmAR4AP+VWv9tB3jTiQyB/aTOZAVmPHcjpUv+FmsJlZf\nBAa1pRv4LfBvADHBi0drfUCClyl1O6eeh8iVzxewcs/v1lpfKR8YpsTtyPG32+3IHDjB7cg8OMXt\nnHouvh1+7P/TWn8G+Bet9UWJ8KHNIW5H5sButzPL50BWYMKUUh8CLsEqJVeJFaEeCq+q3AnUaa1/\nFPP4OuBTWus/2zHeRCXzYC85/vaTOXAGmQfnkLmwn8yB/WQOhpMVGEAp9V2s8nE/wtqI/0HgY+G7\njwF/A+YppXJjfuwDWHmGYorIPNhLjr/9ZA6cQebBOWQu7CdzYD+Zg9EkgLFkAb/UWm/Bqpn9U+BW\npdQqrXUf0AikAN1KKQNAa/2s1nqvbSNOTDIP9pLjbz+ZA2eQeXAOmQv7yRzYT+ZgBI/dA7CbUsoF\n/A/wRvimW7Aake0EfqSU+ijwNiAPcGutB2wZaIKTebCXHH/7yRw4g8yDc8hc2E/mwH4yB2OTPTAx\nlFKZWMtw12utjyul/gmrHGYR8EWt9XFbBzhLyDzYS46//WQOnEHmwTlkLuwnc2A/mYMhs34FZoQ5\nWH8YWUqpHwO7gLu01gF7hzXryDzYS46//WQOnEHmwTlkLuwnc2A/mYMwCWCGuxi4CzgH+C+t9f02\nj2e2knmwlxx/+8kcOIPMg3PIXNhP5sB+MgdhEsAMNwB8DbhntuQQOpTMg73k+NtP5sAZZB6cQ+bC\nfjIH9pM5CJMAZrjfaq1lU5D9ZB7sJcfffjIHziDz4BwyF/aTObCfzEGYbOIXQgghhBBCxA3pAyOE\nEEIIIYSIGxLACCGEEEIIIeKGBDBCCCGEEEKIuCEBjBBCCCGEECJuSAAjhBBCCCGEiBsSwAghhBBC\nCCHixv8HD25/dDsJu9QAAAAASUVORK5CYII=\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x11c354f10>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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JQDcduLXXk7VfmesCQsh6tq3d55nqjyE3u7T2eoqAAgFNU9DXE143GPG74rU+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cAAAI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\nkophgZEkSZJUDAuMJEmSpGL8DZdQIROhS3QAAAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x11cb21990>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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V5vPAlZurqFqSywsHWwhHHKKOw559pznW1MPObUsTMy/qe/D86P1LUin5+kp1KJtJA3Mv\nkFyFNx7EJtpWCHRPcUx0BvtOtH50HRAbbbPWrgL2Ap+a4hwiIiIiZzndMcDjL5wcF8RWLS3k7Vet\nigex2fF4PNQtL+ZtV64a157Y3DnI4y80MDQSnuJoEckUMwlju4G3AsRHpPYlbTsIrDPGlBpjsom1\nKO6Z4phXjDHXxV/fDDwDvABcbYwJGGOKibU+7k8+x+i+xhiPMeYZY0xJfH0fsYC3G7jRGOM1xtQS\nC3/t5/B1EBERkQzR0jnIE3ubiERjzTpZfi87ty3lmgtq5nxK+qL8bG6+rJata0oT63oHQ/z25UaC\nZ9yfJiKZZyZh7MfAsDHmWWKTdXzUGPMeY8wd1toQ8DHg18RC2CPW2qaJjomf6+PAffFJO7KBH1hr\nm4GvEgtmvwM+ba0dBr4GbI7fh3YHcF+8xfHvgMeMMU8BFwIPWmtfjh+/h9jkHXfO7ssiIiIi6ait\ne4jfvtxIOBILYnkBP2+7ciVraopS9jG9Xg8Xrq/g2u01jN4t1tk7whN7mxTIRDKcxzmXB2ikkba2\nvjn5xNWzLKmk60tSSdeXpNK5XF9PvtqU4mpiOnqGefzFk4TCsbsmcnN83HhpLUX52fPy8QEON3az\nZ39LYnl7XTl/+Y4t+H2a+v5c6P1LUumMe8Y80+w+K/rOFxERkbTX1TfCb15qTASxnCwff3DJinkN\nYgDrli/hIlORWH61vp1v/fIQ0Qz95bhIplMYExERkbTW0x/kv148mXiGWHaWlz/YsZwlhTObtn6u\nbVldypbVY/eQ7TnQzL/+5jCZ2q0kkslmMrW9iIiIyKIUCkd58pUmhoOxIJbl93L9JcspLXL3AcwX\nri9nJBThcPxZZL99uZHB4RDrVixxta75dN32ZW6XIOI6jYyJiIhI2nrhYAs9A0EAfF4Pb7l4OeXF\nuS5XFZv6/rLNVaysHnsyz4uHWukbDLpYlYjMN4UxERERSUtHT/VypKk3sXzZpioqS9wPYqO8Hg9X\nba2mOH7fWjjisOv107p/TCSDKIyJiIhI2ukdCPLcgebE8uqlhaxdlrrp68+X3xd7xpknPl9bW/cw\nB452uluUiMwbhTERERFJK5FIlKdePZV4llhhXhaXb67G40npDNXnraw4wAV15YnlV+vb6egddrEi\nEZkvCmMiIiKSVl6ybXT1jQCxVsBrt9eQ5V/YP/JsWV1KeXFsUhHHgV2vnyYcibpclYik2sJ+ZxIR\nERE5Bw0tfdiG7sTyJRsqXJ85cSa8Xg87ty3F74uN3vX0B3nlzXaXqxKRVFMYExERkbQwOBzi2X1j\n94nVVhVgahfPVPFF+dlcYioTywdPdHG6Y8DFikQk1RTGREREJC28dKiNYDjW2pcf8HPFloV7n9hk\n1q0oZllFfmL52X3NalcUSWMKYyIiIrLone4Y4HhzX2L5qq1LycnyuVjR+fF4PFy5pTpR+8BwmIPH\nu1yuSkRSRWFMREREFrVI1OH5N1oTy6uXFlJdludiRbOTm+Nn+7qx2RX3He1gaCTsYkUikioKYyIi\nIrKovXG8k96BIABZfi+XbKic5oiFb93yYooLxh4G/Vq9JvMQSUcKYyIiIrJo9Q+F2HekI7G8va6c\n3By/ixXNDa/Xw8WmIrF8+GQP3fHp+kUkfSiMiYiIyKL10qHWxMOdSwpzFtXsidNZVp7P0ni7pQO8\nbNvcLUhE5pzCmIiIiCxKTW0DNLT0J5Yv21SJ17u4Zk+cisczfnSsqX2AU+2a6l4knSiMiYiIyKIT\niUR54WBLYnntsiIqSxbvpB2TKS0KULesOLH80qFWoo7jYkUiMpcUxkRERGTROXC8i77BEADZfi8X\nra+Y5ojFa/u6cvy+2Ihfd3+QI009LlckInNFYUxEREQWlaGRMPuPJk3asT49Ju2YTF7Az+bVpYnl\nVw+3EwrrQdAi6UBhTERERBaVA8c6E5N2LCnIZv2K9Jm0YzKbVpUmAufQSISDxztdrkhE5oLCmIiI\niCwag8NhbEN3Ynn7unK8nvSZtGMyWX7vuAdBHzzRrdExkTSgMCYiIiKLxr6jHUSisVGxsqIAKyoL\nXK5o/qytKaIgNwuAkVCE+kbdOyay2CmMiYiIyKLQPxTi8Mnxo2KeDBgVG+X1eti0uiSxfOB4ZyKY\nisjipDAmIiIii8LrRzoYzR4VS3KpKU+/qeynU7esmEC2D4i1bB471etyRSIyGwpjIiIisuD1Doyf\n0v3CDBsVG+X3edm4Mml07Fgnjp47JrJoKYyJiIjIgvf6kQ5GM0d1WR7VZZk3KjbK1C4hyx/7Ea5n\nIMjJ1n6XKxKR86UwJiIiIgtad/8IR5Pa8S6sK59i7/SXneUbN53/vqMaHRNZrBTGREREZEF77XB7\n4vWyinwqSnJdrGZh2LSqBK831qbZ0TNMc+egyxWJyPlQGBMREZEFq7N3mBMtY2142zN8VGxUbo6f\numVFieX9R/UQaJHFSGFMREREFqzkkFFbVUBZccDFahaWzatLGZ3C5HTHIO09w67WIyLnTmFMRERE\nFqT+wRAnmvsSy9vWlrlYzcJTmJfNyqWFieX9RztcrEZEzofCmIiIiCxIB090MTotxdKyPEqLNCp2\npq1rShOvG1r66R0IuliNiJwrhTERERFZcEZCEQ43dieWN60qnWLvzFVSGGBZeX5i+c2T3VPsLSIL\njcKYiIiILDhvnuwmHImNiy0pyKamPHOfKzYds3Jsmvv6ph7CkaiL1YjIuVAYExERkQUlEo1y6ERX\nYnnz6lI8Hs8UR2S2mvJ8CnKzAAiGouPusxORhU1hTERERBaUY6f6GBqJALEp3FctLZrmiMzm9XhY\nt6I4sWwb1KooslgojImIiMiC4TgOB46PTWe/ceUSfF6Nik2nblkx3vjoYXvPMB29muZeZDFQGBMR\nEZEF41T7AD39sRkB/T4P61csmeYIgdgI4srqgsTymxodE1kUFMZERERkwThwbOxesXXLl5Cd5XOx\nmsVlfe1YcD12updgKOJiNSIyEwpjIiIisiB09AzT3DkIgMcDG1eWuFzR4lK5JJclBdkAhCMOR071\nulyRiExHYUxEREQWhDeS7hVbWVVIQV6Wi9UsPh6PB5M0OvZmQzeO40xxhIi4TWFMREREXDc4HOJ4\n0pTsm1brIc/nY01NMX5fbCKPnoEgLV1DLlckIlNRGBMRERHXHW7sYXQQp6okl/LigLsFLVJZfi9r\najTNvchioTAmIiIiropGHQ6f7EksJ09EIecuuVWxoaWPoZGwi9WIyFT80+1gjPECDwMXACPA+621\n9Unb3w58FggDj1hrvzHZMcaYOuBRwAH2A3daa6PGmNuBD8TPcb+19hfGmFzgu0Al0Ae8z1rbZox5\nC3A/EAJagT+31g4aY34KlMfXD1lrb57tF0dERERSr7Gtn8F4YAhk+6itKnS5osWtpDCHiiW5tHUP\n4TixUcdta8vcLktEJjCTkbHbgIC19grgU8CDoxuMMVnAQ8ANwLXAHcaYqimO+TJwj7X2asAD3GqM\nqQbuAq4CbgQeMMbkAB8E9sX3/TZwT/wcDwO3WWuvAQ4D74+vXwfstNZepyAmIiKyeCS30tUtL9ZD\nnudA8uhYfWOPJvIQWaBmEsZ2Ar8CsNY+B1yStG0jUG+t7bLWBoFdwDVTHHMx8FT89WPA9cClwG5r\n7Yi1tgeoB7YlnyNpX4DrrLUt8dd+YDgeAJcAPzfG7DLGvG2Gn7+IiIi4qKVzkNMdg4nl9cvVojgX\nVlYXkO2P/ZjXPxSiVRN5iCxI07YpAkVAT9JyxBjjt9aGJ9jWBxRPdgzgsdY60+w70frRdVhrTwMY\nY94J/B7wGaCC2Ojb3wOlwG5jzAvW2tbJPqmSkjz8/rl5kGRFhdopJHV0fUkq6fqSVJrJ9fXz5xoS\nr1dWF7K0UtfkXFlXW8KBox0ANLQOUFe7sGaonO37j96/JJXm6/qaSRjrBZKr8caD2ETbCoHuyY4x\nxkRnsO9E60fXAWCM+SjwLuAma+2wMaYZ+Hq8rlZjzCuAIXZP2YS6ugYn23ROKioKaWvrm35HkfOg\n60tSSdeXpNJMrq9QOMJ/PX8isby2poi+/uFUl5YxaivzE2Gs/mQ3F64rw+9bOHO3zeb9R+9fkkrJ\n11eqQ9lMviN3A28FMMZcDuxL2nYQWGeMKTXGZBNrUdwzxTGvGGOui7++GXgGeAG42hgTMMYUE2t9\n3J98jqR9McZ8GrgauN5a2x7ffj3w/fj2AmBLvDYRERFZoF481Er/UAiA/ICfmop8lytKL+XFAYri\nD84ORaI0tPS7XJGInGkmYezHxO7LepbYZB0fNca8xxhzh7U2BHwM+DWxEPaItbZpomPi5/o4cJ8x\nZg+QDfzAWtsMfJVY2Pod8Glr7TDwNWCzMWYXcEf8uCrgXqAGeMwY86Qx5oPW2seAN40xzwGPA3cn\nBTURERFZgJ54pSnxev2KJXg9mrhjLnk8HtYsG3vm2JGmnin2FhE3eDJ1dp22tr45+cQ1TC6ppOtL\nUknXl6TSdNdXQ0sff/OtFwHweuCPrltLbs5M7p6Qc9E/FOJHTx0FYtNY/9F1a8gLZLlbVNx125ed\n97F6/5JUOqNNMaW/JVo4jcMiIiKSMZ589VTidW1VoYJYihTkZlFdmgfEHvJ69FSvuwWJyDgKYyIi\nIjKvhkbC7DnQnFheX6vp7FNp7bKixOsjp3r1zDGRBURhTERERObVcweaGQlGAKgpz6eqJNflitJb\nbVUhfl+s06qnP0hH74jLFYnIKIUxERERmVdPv3Y68fq67TV4NHFHSmX5vdRWjU3PfVQTeYgsGApj\nIiIiMm9OtvZzoiV2Y7zf5+WKLdUuV5QZklsVj53uIxJVq6LIQqAwJiIiIvNm1+tjo2IXrS8nf4HM\n7JfuqkvzyAvEJkkZCUVoatMzx0QWAoUxERERmRfhSHTcxB07ty11sZrM4vF4WFszNjqmWRVFFgaF\nMREREZkXr9V30D8UAqCkMIdNK0tdriizrKkZewB0Y2s/w/FJVETEPQpjIiIiMi927xtrUbxySzVe\nrybumE/FBdmUFwcAiDpwvFmjYyJuUxgTERGRlOsZCPL6kY7E8s6talF0w5qkVsUTp/tcrEREQGFM\nRERE5sGe/c1E4w8bXre8mKrSPJcrykwrqwsZHY9s6RpicDjsaj0imU5hTERERFLKcZxxLYoaFXNP\nbo6fqrKxIHyiWaNjIm5SGBMREZGUOt7cR1P7AADZWV4u2VDpckWZbVX12AOgj53WfWMiblIYExER\nkZRKfrbYDlNJbo7fxWqktqoQT7xXsb1nODHDpYjMP4UxERERSZlQOMLzb7QklvVsMfcFsn3UlOUn\nlo+rVVHENQpjIiIikjJ732xncCQ2SUR5cYB1K5a4XJEArFo61qp4XK2KIq5RGBMREZGUOXPiDq9H\nzxZbCFZUFiT+LTp7R+gdCLpckUhmUhgTERGRlOjsHebAsU4APMCVW6vdLUgSsrN8LKtQq6KI2xTG\nREREJCWef6MFJ/56w8oSyotzXa1HxkueVVGtiiLuUBgTERGRlNhzYGzijiu3aFRsoVleWYDPG2tV\n7O4P0t034nJFIplHYUxERETm3InTvTS29QOQ5fdy0foKlyuSM2X5vSyvLEgsq1VRZP4pjImIiMic\ne3JvY+L19rpyPVtsgTqzVdFxnCn2FpG5pjAmIiIicyrqOOPC2OWbq1ysRqayrCIfvy/Wqtg7GKJT\nrYoi80phTERERObU4ZPdtHcPAZAf8LN1TZnLFclk/D4vK5JbFU+rVVFkPimMiYiIyJx67o2xiTt2\nbKzC79OPGwvZqqVFidcnmvvUqigyj/TuKCIiInMmHIny0qHWxPLlm9SiuNDVlOeR5Y/9SNg/FKKz\nV62KIvNFYUxERETmzL4jHQwMhwEoKwpQt7zY5YpkOj7v+FbFhha1KorMF4UxERERmTN7DjQnXl++\nuQqvx+NiNTJTtVXJYazfxUpEMovCmIiIiMyJweEwr9Z3JJbVorh41JSPzarYMxCku1+tiiLzQWFM\nRERE5sTLb7YSjkQBWFNTzLKKgmmOkIXC7/NSU56fWNbomMj8UBgTERGROfHcgbFZFK+9aLmLlcj5\nqK0aewCqveWSAAAgAElEQVS07hsTmR8KYyIiIjJrXX0jHDrRBYAHuPaiZe4WJOdseUU+3vgtfp29\nI/QPhtwtSCQDKIyJiIjIrD3/RgujT6cytUsoK851tR45d9lZPpaOa1XU6JhIqimMiYiIyKw9n/Sg\n58s3V7tYicxG8qyKJ3TfmEjKKYyJiIjIrLR0DXIiPori93m4xFS4XJGcrxWVBYw+jKCte4jB+DPj\nRCQ1FMZERERkVl461Jp4vWV1GXmBLBerkdkIZPupLB1rMT3ZqlZFkVRSGBMREZFZefHgWBjbsaHS\nxUpkLqwcN6uiWhVFUklhTERERM5bc+cgDa2xH9j9Pi/b15W7XJHM1oqk+8aaOwcZCUZcrEYkvSmM\niYiIyHl7MalFceuaUnJz/C5WI3MhP5BFeXEAAMeBxjaNjomkisKYiIiInDe1KKancbMqNuu+MZFU\nURgTERGR83K6YyAxauL3ebmgTi2K6aI26b6xUx2DhMJRF6sRSV8KYyIiInJeklsUt60tU4tiGinK\nz6akMAeAaNRRq6JIiiiMiYiIyHlJDmNqUUw/ya2KJ1sVxkRSQWFMREREzllT+wBNbQMAZPm9XFBX\n5nJFMtdWVI6Fsaa2AaJRx8VqRNKTwpiIiIics5fOaFEMZKtFMd2UFOaQH4j9u4bCUVq6Bl2uSCT9\nKIyJiIjIOVOLYvrzeDzjRsdO6gHQInNu2l9jGWO8wMPABcAI8H5rbX3S9rcDnwXCwCPW2m9Mdowx\npg54FHCA/cCd1tqoMeZ24APxc9xvrf2FMSYX+C5QCfQB77PWthlj3gLcD4SAVuDPrbWDxph7gVvi\n5/iItfaF2X5xRERE5GxNbf2cao+1KGb7vVywVrMopqvllQUcaugGYveN7dhYicfjcbkqkfQxk5Gx\n24CAtfYK4FPAg6MbjDFZwEPADcC1wB3GmKopjvkycI+19mrAA9xqjKkG7gKuAm4EHjDG5AAfBPbF\n9/02cE/8HA8Dt1lrrwEOA+83xlwU//iXAe8G/ul8vhgiIiIyvXGzKNaVk5Ptc7EaSaXq0jyy/LEf\nFweGw3T3j7hckUh6mUmD907gVwDW2ueMMZckbdsI1FtruwCMMbuAa4ArJjnmYuCp+OvHiIW4CLDb\nWjsCjBhj6oFt8Y/7paR9PxN/fZ21tiWp/uH4vo9bax2gwRjjN8ZUWGvbJvukSkry8Pvn5j+PiorC\n6XcSOU+6viSVdH3JuXIch72H2xPL11+6ctLraKbXV2FBYE5qk9RYtbSIwydjo2MtXSPULl0yJ+ed\n7fuP3r8klebr+ppJGCsCepKWI8YYv7U2PMG2PqB4smMATzwwTbXvROtH12GtPQ1gjHkn8HvEQton\ngI4JzjFpGOuao5tQKyoKaWvTk+klNV6u76Cvf9jtMlxx3fZlbpeQ9vT+JeejsbWfxvg059lZXlZW\n5E14HZ3L9ZWp73OLRXVJbiKMHWnsZkNt8ZycdzbvP3r/klRKvr5SHcpm0qbYCyRX4Y0HsYm2FQLd\nUxwTncG+E60fXQeAMeajwMeBm6y1w1OcQ0RERObQC0ktitvrysnJUotiultWkc/obWIdvcMMDofc\nLUgkjcwkjO0G3gpgjLkc2Je07SCwzhhTaozJJtaiuGeKY14xxlwXf30z8AzwAnC1MSZgjCkm1vq4\nP/kcSftijPk0cDVwvbV2tE9iN3CjMcZrjKklFv7GeihERERk1hzH0SyKGSg7y0dVaV5i+WTrgIvV\niKSXmYSxHwPDxphniU3W8VFjzHuMMXdYa0PAx4BfEwthj1hrmyY6Jn6ujwP3GWP2ANnAD6y1zcBX\niYWt3wGfjo92fQ3YHL8P7Y74cVXAvUAN8Jgx5kljzAettS/Hj98D/BC4c5ZfFxERETnDydZ+Wjpj\nbf45WT62rtGDnjNF8hT3o22qIjJ7HsfJzKept7X1zcknrp5lSSXdMyappPcvOVc/evoIv3j2BACX\nbariA3+4edJ9z+X6evLVpjmpT1KnfzDEj54+CoDX4+FP31KXmGXxfM3mfV7vX5JKZ9wzltJnOeih\nzyIiIjItx3F48aBaFDNVQV4WJYU5AEQdJ/GcORGZHYUxERERmdbJ1n5auoYAyMn2sXVNqcsVyXxL\nblU8qVZFkTmhMCYiIiLTSp6448J15WTN0bM6ZfFYnnzfWFs/0Whm3uoiMpcUxkRERGRKalEUgLKi\nHHJzYo+oDYaitHUPuVyRyOKnMCYiIiJTamjppzX+g3dujo8tq9WimIk8Hg8rKvMTy2pVFJk9hTER\nERGZ0guHWhKvt9dVqEUxg51531imzsotMlcUxkRERGRSZ7UoblSLYiarLsvD74vN9N03GKJnIOhy\nRSKLm8KYiIiITOp4cx/tPbHnHebm+Nm8Si2Kmczn9VJTrlZFkbmiMCYiIiKTSp5F8aJ15bN+0K8s\nfsmtio0KYyKzondUERERmZBaFGUiyyoK8MRft3UPMzQSdrUekcVMYUxEREQmdOx0Hx29sRbFvBw/\nm9SiKEAg20dlSW5iubFNo2Mi50thTERERCb0YtIsihetr8Dv048NEjN+VsUBFysRWdz0rioiIiJn\ncRxn3P1ialGUZMuTwtjp9gHCkaiL1YgsXgpjIiIicpajp3rp7B0BID/gZ+PKEpcrkoWkKD+b4oJs\nACJRh9Mdgy5XJLI4KYyJiIjIWZJHxS5Ui6JMYEXF+AdAi8i50zuriIiIjBM9o0Xx0g1qUZSznTnF\nfdRxXKxGZHFSGBMREZFxjjb10tU31qK4QS2KMoHyJQEC2T4AhoMROrqHXa5IZPFRGBMREZFxXkia\nRfFioxZFmZjH4xk3kUeDWhVFzpneXUVERCQh6ji8lDyL4oYqF6uRhe7MVkUROTcKYyIiIpJQ39hD\nd38QgILcLDasXOJyRbKQLS3Lw+f1ANAzEKR3IOhyRSKLi8KYiIiIJCRP3HGxqcDn1Y8KMjm/z8vS\n8vzEsmZVFDk3eocVERERAKJRh5dscouiZlGU6alVUeT8KYyJiIgIAIcbu+mJtygW5mVhatWiKNNb\nXjE2MtbaNcRwMOJiNSKLi8KYiIiIAGe2KFaqRVFmJDfHT8WSAAAO0NSm0TGRmdK7rIiIiMRbFNsS\ny2pRlHOR3Kqo+8ZEZk5hTERERHjzZHdiJryivCzMCrUoyswlP2/sVPsAkUjUxWpEFg+FMRERERnf\norihEm98unKRmSjOz6YwLwuAcMShuXPI5YpEFgeFMRERkQwXjTq8nDSL4qVqUZRz5PF41Kooch4U\nxkRERDKcPdlN72AIiI1wrFuuFkU5d2dOce84jovViCwOCmMiIiIZLrlF8RKjFkU5PxVLcsnOiv1o\nOTgSprN3xOWKRBY+hTEREZEMFolGx7Uo7tioFkU5P16vh+UValUUORcKYyIiIhnMNnTTN9qiWJBN\n3fJilyuSxUz3jYmcG4UxERGRDJbcorjDVOL1qEVRzl9NeX7iGurqG6F/KORyRSILm8KYiIhIhoq1\nKCY96FktijJLWX4v1WW5ieVGjY6JTElhTEREJEMdOtGdGLkoKcxh7TK1KMrsLVerosiMKYyJiIhk\nqBcPtSReX6IWRZkjK5Im8WjpHCQYjrhYjcjCpjAmIiKSgcIRtShKauTnZlFalANA1IFT7YMuVySy\ncCmMiYiIZKBDJ7oYGA4DUFqUw5qaIpcrknSSPMW97hsTmZzCmIiISAZ64cwHPatFUeZQ8hT3jW39\nRKOOi9WILFwKYyIiIhkmHInyyptqUZTUKS3KIS/HD0AwFKW1a8jlikQWJoUxERGRDPPG8bEWxbKi\nHNYsVYuizC2Px6NZFUVmQGFMREQkwyTPorhjQxUetShKCpzZqug4alUUOZPCmIiISAYJR6LsfbM9\nsawWRUmV6rJc/L5Y0O8bDNEzEHS5IpGFR2FMREQkgxw41snQSKxFsbw4wKrqQpcrknTl83pZVp6f\nWFarosjZFMZEREQyyItJsyju2FCpFkVJqeT7xjTFvcjZ/NPtYIzxAg8DFwAjwPuttfVJ298OfBYI\nA49Ya78x2THGmDrgUcAB9gN3WmujxpjbgQ/Ez3G/tfYXxphc4LtAJdAHvM/a2NMpjTE+4N+B/2Ot\n/VV83U+BciAEDFlrb57dl0ZERCS9hMJRXjmsWRRl/iyrKMBD7Ae/tu5hhkbC5OZM++OnSMaYycjY\nbUDAWnsF8CngwdENxpgs4CHgBuBa4A5jTNUUx3wZuMdaezXgAW41xlQDdwFXATcCDxhjcoAPAvvi\n+34buCf+MdcCTwM7zqhzHbDTWnudgpiIiMjZ9h/rYGgkAsRaFFdWqUVRUiuQ7aOyJDex3Ng24GI1\nIgvPTMLYTuBXANba54BLkrZtBOqttV3W2iCwC7hmimMuBp6Kv34MuB64FNhtrR2x1vYA9cC25HMk\n7QtQALwfeGK0iHgAXAL83Bizyxjzthl99iIiIhnk+TfGZlG8dKNmUZT5oVZFkcnNZJy4COhJWo4Y\nY/zW2vAE2/qA4smOATzWWmeafSdaP7oOa+1rAMaY5BqziY2+/T1QCuw2xrxgrW1lEiUlefj9vqk/\n8xmqqNBvFiVF6jsoLAi4XYUr9H01P/R1zhzDI2FeO9KRWL7pqtUp//ef6fkz9X0uU2xYVcbLsTtN\nON0xQG5uNn6fd9bXn96/JJXm6/qaSRjrBZKr8caD2ETbCoHuyY4xxkRnsO9E60fXTaYZ+Hq8rlZj\nzCuAASYNY11dg1OcbuYqKgppa+ubk3OJTKSvf9jtElyh76vU0/tXZnn+jRZGgrEWxZryfPL9npT+\n+5/L9ZWp73OZwueB4vxsegaChCMOh090sryyYFbXn96/JJWSr69Uh7KZtCnuBt4KYIy5HNiXtO0g\nsM4YU2qMySbWorhnimNeMcZcF399M/AM8AJwtTEmYIwpJtb6uD/5HEn7TuZ64Pvxj1cAbInXJiIi\nIsALB5NbFDWLosyv5FbFBrUqiiTMJIz9GBg2xjxLbLKOjxpj3mOMucNaGwI+BvyaWAh7xFrbNNEx\n8XN9HLjPGLOHWGvhD6y1zcBXiYWt3wGfttYOA18DNhtjdgF3APdNVqC19jHgTWPMc8DjwN3W2vbJ\n9hcREckkg8Mh9h0da1G8bGOVi9VIJlpROfa8scbWfhzHmWJvkczhydRvhra2vjn5xDVMLqn0cn2H\n2ncy0HXbl83Lx9H718Ly5KtNKTt3fWMPz+5vBqCsKIdbrlyVso81qrAgoPcvSYg6Dt//3RFGQrFW\n2Zsvr+WPr6s77/Pp/UtS6Yw2xZS2EeihzyIiImnu2OnexOtVS4tcrEQyldfjYfkZo2MiojAmIiKS\n1oZGwjR3jE1atWqpZqATd6xIum/spMKYCKAwJiIiktZONPcx2pdfWZJLfiDL1Xokcy0ty8frjXV8\ndfcHae0ecrkiEfcpjImIiKSx481j99Ws1qiYuCjL72VpWV5i+bXDmmtNRGFMREQkTfUPhWjtio0+\neDywslphTNy1omKsVfHVeoUxEYUxERGRNJU8Kra0LI9Att/FakTGP2/MNnQzMBxysRoR9ymMiYiI\npKnjSbMortYsirIA5AX8lBUHgNh098nPvxPJRApjIiIiaah3IEhn7wgAXq9n3Ex2Im5KvhZf1X1j\nkuEUxkRERNJQ8rPFllfkk53lc7EakTErkp43tu9oB+FI1MVqRNylMCYiIpJmHMfh2Omx+8X0oGdZ\nSJYU5FCQG3vEwtBIhIMnulyuSMQ9CmMiIiJppqN3mN6BIAB+n4flFfnTHCEyfzye8W2zL9s2F6sR\ncZfCmIiISJo52jTWoriyuhC/T//dy8JSW5V831gb0agzxd4i6UvvziIiImkkGnXGTWm/pkYtirLw\nVJTkUpQXa1XsHQxR39TjckUi7lAYExERSSOn2gcYDkYAyMvxU1Wa53JFImfzejxsX1eRWN77ploV\nJTMpjImIiKSRI6eSni1WU4TX43GxGpHJXbR+fBhzHLUqSuZRGBMREUkTwVCExtb+xLJaFGUh27iy\nhNyc2CMX2nuGOZl07YpkCoUxERGRNHGipZ9IfCKEksIcSgpzXK5IZHJZfi/b1pYnltWqKJlIYUxE\nRCRNHD01NgmCRsVkMUhuVXxZYUwykMKYiIhIGugfCtHSOQSAB1itBz3LIrB1TWni0QtNbQO0dA26\nXJHI/FIYExERSQPHkibuqC7LIy/gd7EakZkJZPvZsro0saxWRck0CmMiIiKLnOM4HE0KY2uXaVRM\nFo8L1yfdN2YVxiSzKIyJiIgscp29I/QMBAHw+zysqCx0uSKRmdteV554BMORU7109Y24XJHI/FEY\nExERWeSSR8VqqwrJ8uu/d1k8CvOyWb+iOLH86mGNjknm0Lu1iIjIIhaNOhw7PRbGNIuiLEaaVVEy\nlcKYiIjIInaqY4DhYASA3Bwf1WV5Llckcu6Sw5ht6GZgOORiNSLzR2FMRERkEatvHHu22OqlRYl7\nb0QWk9KiAKuXxu51jEQdXj3c7nJFIvND896KZIho1KF/KETvQJDhYIRwJBr/4xCORIlEHbweD16v\nB5/Xg8/nwe/14vd5yM7ykZPtIycr/ifbh8+7sH/gi0QdgqFI7E84SjAUxXEcoo6D4xD/2wE8ZPu9\n+P1esvxesnyxvwPZPjz6oVYWuOFgmMbW/sRy3bLiKfYWWdguWl/BsdN9ALxs27hq61KXKxJJPYUx\nkTQUDEdo7hiktWuI3oEgvQNB+oZCOM7cfQy/z5MIZskhbey1N/E6y+/D74sFPF884E0WdEYDUzji\nEEkKi6FwlJFQhGAoSjAc/zsRtCKMhKKEwrG/g6EIkejsPlmf10NhXhZF+dkU5mVTlJ9FcX42ZUUB\nfD41FcjCcLSpl9FLvbw4wJLCHHcLEpmFSzZU8sOnjgKw/1gHg8NhPS9P0p6ucJE04DgO3f1Bmtr6\naWofoLVraE6D10RiISnMwHD4vI73ejx4PJAoM/7CcRxSXPqMRKKxr2l3f3Dcep/XQ0VJLktL86gu\ny6OsKIB3gY8SSnpyHIfDTWMtiuuWa1RMFreqkjxqKwtoaO0nHHF4rb6dK7ZUu12WSEopjIksYiOh\nCIdPdsdvdp4+FOUF/BTlZZMX8OP3xUaoRv/2+bw4jkMk4hCJjv4ZHZGKMhKMxEegYn9mG/aijkMq\nU5fHA9l+H9lZXrKzfGT7vXi9nkQITIRBB0LxkbfRP6MjbxOJRB2aOwZp7hiEw5Dl97K0LI+6ZcXU\nlOcrmMm8ae8Zpqd/7Nliq5ZqFkVZ/HZsrKQh3nr74qFWhTFJewpjIotQ32CQN453caSph3Bk4kRT\nWpRDTXk+pUUBivKyKMzLnrNnDzmOk2gbHAnGWgPHXkfOeh0KR4lEHMLRaCLsTcXrAV9SWPR5PWT5\nfeQkBavsrHjQSgpcOYll35StkDMRDEXoHQzSOxC7z653MEhHzzB9g+Nn+AqFozS09NPQ0k9ujp+6\nZUXULS+mMC/7vD+2yEwcTpq4Y1V1kZ4tJmlBrYqSaXR1iywi7T1D7D/aSUNL/1nbsvxeasrzWVae\nT015fkr/8/J4PPEw5KPwPGbRdpzxgcyT9MKDZ0GMLmVn+SgvzqW8OHfc+oGhEM2dg5yOj44NjoyN\nSA6NhNl3tJN9RzupKs1l48oSVlQWaCIQmXOhcJTjSc8Wq1OLoqSJqpI8aqsKaGhRq6JkBoUxkUVg\nJBThlTfbePNkz1nblhRks2lVKatrCvF5F8dvxj0eD37f4gwo+blZrF1WzNplxTiOQ09/kPqmHo6e\n6k086wmgpXOIls4hyooDXLiunKVleQplMmeON/clRsWL87OpWBJwuSKRubNjQ2Xil45qVZR0pzAm\nsoA5jsOxU728eKh13A/6ADXl+WxaVaIf8l3k8XhYUpjDJRsquWh9BY1t/dQ39tDUNpC4Ha6jZ5jf\nvNRIVUkuF64vp7JED+SV2atv7E68rlterPcASStqVZRMoitbZIFq7R7iF7uO0dDSN2798op8Llpf\noSmsFxiv10NtVSG1VYUMDoc5cKwTe7KbaLwds6VriF89f5Jl5fns2FhJUb7uKZPz090/Qlv3MBCb\nqGZNjSbukPRyZqviq/VtXLlFzxyT9KQwJrLAOI7Dk6808W+/qycUHpvRLy/Hz6WbKnUP0iKQF/Cz\nY2Mlm1aXsO9IB4cbexKzTza1D9C8+zjb15WzcWXJgrg/ThaX+qSJO1ZUFpCbo//KJf0ktyq+dEhh\nTNLX4rjBRCRDhMJRHn3sEN95/M1xQWzDyiX84dWrqK0qVBBbRPIDWVy+uZrbrl49bvQiEnV42bbx\n2PMNdPWNuFihLDaRqMPRU5q4Q9Lfjg2VidejrYoi6UhhTGSB6O4f4Uv/updnXj+dWFdWHOCtV9Ry\n6cYqsv0+F6uT2SjMy2bntqXccsVKSpLaSzt6hvnPZ4/zWn37tNP9iwA0tvYn7h/Ny/FTU57vckUi\nqVFZksfKqkKARKuiSDpSGBNZAI6c6uFzj77Ikaax33hfsbmad/3+urOmVpfFq6w4wC1XrGT7unK8\n8RHOqAOv1Xfwyz0n6B0IulyhLHT1TWMtimuXFSWuI5F0dMmGisTrlw4pjEl6UhgTcdmu10/zxe/t\npbs/9oO4xwPv/v063v+2jfh9+hZNN16vh21ry3jbVSspLx6bjryrb4T/3HOCk61nP0NOBKB/MMSp\ntoHEsloUJd2pVVEygX7SE3HRL587wSO/PJh4XlB+wM/H/nQ7N1xaq3vD0tySghxuuryWSzZUJEY3\nQuEoT+xt4odPHSESjU5zBsk09mR34pEJS8vyKMzTjJyS3tSqKJlAYUzEJT9/9jg/ePJIYnl5RT6f\n+X93sHlVqYtVyXzyejxsWlXKTZfXkp/0DJ3/3HOCL//7a2pblIRwJDpuFsUNK0tcrEZk/qhVUdKd\nwpiIC3626xg/fvpoYnlD7RLufu/FVC7R/WGZqLw4wC1XrqKmfOyB0AdPdHHfoy9y7HTvFEdKpjh+\nuo+RUGzijvyAn2UVmrhDMsPZrYohF6sRmXsKYyLzyHEcfvLMUX6y61hi3aZVJXz4jy8gkK1nBWWy\nQLaP3794OdvWliXWdfWN8MV/2cur9e0uViZucxyHQw1diWVTu0QTd0jGqCzJY2X1WKviS1ajY5Je\nFMZE5onjOPz4maP8bPfxxLrNq0u564+2kZOlaesl1ra4fV05H/njbYm2xWAoyj/88HWeerXJ5erE\nLe09w3T2xp5H5/N6qFu+xOWKRObX5ZuqEq+fO9DsYiUic09hTGSe/PiZo/zi2ROJ5S1rSrnrj7aS\nrSAmZ9i2tpy733txYrZFx4H/+yvLj58+iuPoeWSZ5tCJsVGxVUsLCWTrPUMyy6UbqxgdDLYN3XT2\nDrtbkMgcmrYvyhjjBR4GLgBGgPdba+uTtr8d+CwQBh6x1n5jsmOMMXXAo4AD7AfutNZGjTG3Ax+I\nn+N+a+0vjDG5wHeBSqAPeJ+1sbFpY4wP+Hfg/1hrfxVfdy9wS/wcH7HWvjC7L43I3Pnd3sZxQWzb\n2jLufMcWsvQgZ5nE0rJ8Pv3ei/nKD17nRHMfEJv0pbNvmPfdtEGPPcgQQyPhxL8/wIZaTdwhmaek\nMIeNK0t443gXDvD8wRbM2oppjxNZDGbyv/ltQMBaewXwKeDB0Q3GmCzgIeAG4FrgDmNM1RTHfBm4\nx1p7NeABbjXGVAN3AVcBNwIPGGNygA8C++L7fhu4J/4x1wJPAzuS6rgo/vEvA94N/NO5fylEUuO1\n+na+919vJpZjQWyrgphMq7ggh79+z4VsWTM2w+bufc189QevMxKMuFiZzJfDjT1E44OhFUsClCU9\nm04kk1y+qTrx+rkDLS5WIjK3ZhLGdgK/ArDWPgdckrRtI1Bvre2y1gaBXcA1UxxzMfBU/PVjwPXA\npcBua+2ItbYHqAe2JZ8jaV+AAuD9wBNn1Pi4tdax1jYAfmOMfmUirjvR3MfXf3qA0c6yVdWFfPDW\nLWT5NaohMxPI9nPXH21j57aliXX7j3Xy0H+8ytCIHoCazqJRhzcbuhPLRqNiksEuNhWJ/ztPtvZz\nQjPNSpqYyfRtRUBP0nLEGOO31oYn2NYHFE92DOCx1jrT7DvR+tF1WGtfAzDGnFljxwTnmHTKnZKS\nPPxzNDJRUVE4J+eR9NLaNcg//Oj1xHTUlaV5fO5/XElJ4Tn8Zru+g8IC/SY800z0nvJXf76DFY9b\n/vVxC8CbjT38w4/28Te3X0F+btacfixxx5nf6/WN3QzGA3dujp8tdeX4vIvrFzl6/5KpnOv7z2Wb\nq9n12ikAntzbyPtu2ZSKskSA+fv/cSZhrBdIrsYbD2ITbSsEuic7xhgTncG+E60fXTfTGqfbn66u\nwak2z1hFRSFtbX3T7ygZZXA4zAPfezkxA1pejp+73rmV8HCItnN8Rkpfv25UzjSTvaf8wUXLcMIR\n/u13sdt2D53o4lP/+Awf+9PtFJxHINP718Jy5vf6q7Y18Xrd8mIGBxfXQ8ALCwJ6/5Ipnev7z4V1\nZYkw9tQrjdy0Y7ke8yApkfz/Y6pD2Ux+xbYbeCuAMeZyYF/StoPAOmNMqfn/27vv+KiuO+/jnxn1\nDhICFbqAQxEdY1ONKzG4x7Ede+ONYzux18muE2c3z5NN2WST3Ty78Sb27iZ2nLgkduJuxwUwbmDA\nGLDpIA6WQBQhQA31PvP8cYfRgAUIIXRH0vf9evFizp17r34jHY3ub+45v2NMNM4QxbWnOWaTMWZB\n4PFVwCpgPTDPGBNrjEnBGfq4PfQcIfueLsaFxhivMWYoTvKnhXnEFS2tPv731W0UldQCTinqb944\nkawBWqRVzt2VM4dy+xVjgu3Cw9X88i+bqO5hF+pyehXVjRypqAfA44ExQ1JcjkjEfRNHpgWX/Sip\nqCf/YOUZjhAJfx1Jxl4FGowxH+EU6/i2MeY2Y8zXrbXNwHeAt3GSsCestUXtHRM414PAT4wxa4Fo\n4ErdKnMAACAASURBVCVr7WHgEZxk633gn621DcBvgQnGmNXA14GfnCpAa+2ngePXAi8D95/NN0Gk\nK/3lvc/ICylF/bVF4xg7THM9pOtcNn0wd3zBcPzz4P1Ha/iPP2+islYJWW8R+h4ydFAS8bGdH4oq\n0ltERni5YOzAYFtrjklv4Omra9aUlFR3yQvXMB8JtXb7YR5/c2ewff28EVw7Z0Snz/dpfpmG+fRB\nC6Zkd2i/1VuLeXJJHsffzDLT4vne7dNIjo/u0PF6/wovKwILe9c1NPPKyj3BKooLZw5hUGq8i5F1\njoYpypl09L0u1O4Dx/jFsxsBSIiN5FffmqulPqTLnTRM8byOhVXvFekiB4/W8PSyXcH2jLEDuWb2\ncPcCkl5v7qRM7rlmfHDORHFZHQ89t5ma+rOblyjhZWdhxQnl7Af2j3M3IJEwMmpwCmnJTmGY2oYW\nthWUneEIkfCmZEykC9Q1tPC/r26jqcWpUZORGs+dV43Fo4nFcp5dNCGDr187nuNd7cDRGpW978Ea\nm1rZfaCt/lTuyDS9j4iE8Ho8XDRhULC9dqfWHJOeTcmYyDny+/08sSQvONk+JiqC+2+cSFxMR4qV\nipy7meMG8bVF44LtvcXV/PrFLVoYugeyB47R0urcFuuXGM3gdBX+ETnZRePbkrEt+aXUNejDJ+m5\nlIyJnKNl6/ezcXfbknZfvWos2aqcKN1szsRM7ljYtv7iZwcreeTlrTQ1KyHrKVpafeQVthXuyB2Z\nqrtiIu3ITk9kRFYyAM0tPj7dffQMR4iELyVjIudg174KXlpREGxfPn0wF4Z8YifSnRZMzebWy0YH\n23n7KvjNa9tpafWd5igJF58drAwuEp8QG8nwjGSXIxIJXwumDQk+XrtdVRWl51IyJtJJlbVNPPr6\nDo4XJM3JTubmS0e5G5T0eVdeMIQb548MtrcWlPG7N3bi8/XNyrk9RUurj517y4PtCSNS8Xp1V0zk\nVC6elh2cK7tr/zGOVtS5G5BIJykZE+kEv9/PE2/lURVY1ykpPor7rstVeV0JC1fPHs7VIZU8P9l1\nlD++bemrS5n0BOvzjlAbmPcSExXBqMFa5FnkdNJS4pg4Mi3YXr2t2MVoRDpPV44infDepwfZtqet\nnO4914wnNVBqVyQc3DBvBJdPHxxsf7jlEC+v3ONiRHIqPr+fpR/vD7bHDe+vD3ZEOmDepKzg4zXb\nDmsEgPRIercXOUsHj9bwwgdt88SuvGAIuSPSTnOESPfzeDzcevloZoWUgF7y8T6WrtvnYlTSnq35\nZRSV1gIQGeHBDO3nckQiPcPkUWkkx0cBUFHdyPa9WnNMeh4lYyJnoam5lcfe2BEsiDB0YCJfvDjH\n5ahE2uf1eLhz0TimjBoQ3PbiBwV8uOWQi1FJKL/fz1sfFwbbY4b0IyYqwr2ARHqQyAgvs3Izgu1V\nWzRUUXoeJWMiZ+HFFQUUlTifYEdFevn6tROIitSvkYSvyAgv9143gTFD2u62PL1sF59alYIOBzsL\nKygoqgKc5Hn88FSXIxLpWUKHKm7OLw3O5RbpKXQVKdJBWwtKee/Tg8H2rZeOIkvriUkPEB0Vwd9/\ncRJDByUC4PfDY6/vYLPW5nGVz+8/YWmMnOxk4mO1WLzI2cgakEBOtrMMRKvPz0cqcy89jJIxkQ6o\nrG3iibfygu0powawYGq2ixGJnJ342Ei+c/MUBqXGA9DS6ufnT66n4FCly5H1XZ/sOsq+I9WAc6d9\n8ijNPRXpjNC7Y6u2HlLlWOlRlIyJnIHf7+epJXlU1TUDkJIQzVcXjcXj0RpA0rMkJ0Tz3Vum0D8p\nBoCGplZ+/cIWikpqXI6s72lp9fHKh23VLS+fMZj42CgXIxLpuS4YOzA417K4rI49h6pcjkik45SM\niZzBR9sPs6WgrULT3VePJzk+2sWIRDovLSWWB2+ZQmKcc+Ff29DCQ89vpvRYvcuR9S2rthziaIXz\nPY+PiWTRRcNcjkik54qLieSCcQOD7VVbVaRIeg4lYyKnUVHdyJ/f/SzYvmzaYCaM0AR76dmyBiTw\n7ZsnExfjfJJ8rKaJXz6/mUpNfO8WjU2tvL6mMNhePGsYCborJnJO5ocMVVyXd5SGphYXoxHpOCVj\nIqfg9/t5auku6hudN/T0frHctEBl7KV3GJGZzA++dmFwceGjFfX81/ObqWtodjmy3m/5JweCiW//\npBguC1mcW0Q6Jyc7mcw0Z05sY1MrG3apQJH0DErGRE5h9bZitu1pG574tUXjiInW+j/Se0walc59\n103AG5j/eOBoDb9+aSuNza0uR9Z71dQ3syxk4e3r5o4gWuuKiZwzj8fD3EmZwfaqrVpzTHoGJWMi\n7SivauC599qGJ14+YzBmaH8XIxI5P6aOSefORWOD7fyDlfz2te3Bhc2la735USH1jU6ym5kWz5yJ\nGWc4QkQ6anZuJhFe58Ol/IOVHCqtdTkikTNTMiZykrbhic4F08D+cXzxYg1PlN5rzsRMbr10VLC9\ntaCMP7yVh0/lobtUWWUD729sW6vwxvkjifDqz7BIV0lJiGbyqAHB9gcbi1yMRqRj9FdA5CSrthaz\nfW85AB4CwxM1jEh6uStnDuXq2cOD7XU7j/DsO7u1Xk8XeuXDPbS0Ot/PkVnJTBuT7nJEIr3PJdPa\n1gBdvb04OO9bJFwpGRMJUVZ54vDEKy4Ywpgh/VyMSKT73DBvxAkXMh9sLOK1VXtdjKj32LWvgrU7\nDgfbX7w4R2sVipwH44f1P6GQx5ptmjsm4U3JmEiA3+/nyaV5NDQ5wxMHpcZzw/yRLkcl0n08Hg+3\nXzGGmSHr9bzxUSHLNxxwMaqer7nFx9Nv22B7xtiBjBumOagi54PH4zmhQul7G4s05FrCmpIxkYCV\nmw+xs7ACcIYn3qXhidIHeT0e7r56PBNHpgW3PffeZ6zcrLkXnbXk430cKa8DIC4mgi9fNtrliER6\nt9m5GcF1FI+U17EzMPVAJBwpGRMBSo/V8/wH+cH2wplDGTU4xcWIRNwTGeHl727IPeF34I/LrIb7\ndEJxWS1vrS0Mtm+cn0P/pBjX4hHpC2KjI5kzsa3M/bufHjzN3iLuUjImfZ7P7+fJpbtoDAxPzEiN\n5/p5I1yOSsRdMVERPHDTJIZlJAHgB55Ykse6nUfcDawH8fv9/OltGyzaMSIzmUumZp/hKBHpCpdN\nH8zxWZnbCso4WlHnajwip6JkTPq8lZuKyNsXGJ7ogbsWj9MirCJAfGwUD94yhcHpiQD4/fD4Gzv5\nZNdRlyPrGT7afphd+48BzvDPv/2CwetV0Q6R7jCofzwTc5zh1n7gfZW5lzClZEz6tJJj9bzwQUGw\n/YWZQ8nJ1vBEkeMS46L47penkDUgAXDuJD/2+g42f1bqcmThrbquieffbxv6fOUFQxg6KMnFiET6\nntBCHqu2FtPQpDL3En6UjEmf5fP7eXJJHo3NzvDEzDQNTxRpT3J8NP946xQGpTrlolt9fn7z2ja2\n7SlzObLw9cIH+dTUNwOQlhzDdXP13iLS3SaMSGVQ/zgA6htbWLtDw6wl/CgZkz7rg41FJwwhuvvq\n8URFaniiSHtSEmP4py9PJb1fLAAtrX7+++WtukPWjm17ylizrW1NsduvNMRE671FpLt5PR4uDbk7\n9v6nB7WQvYQdJWPSJx2tqOPFFW1DiK66aCgjMpNdjEgk/PVPiuEfvzyVtOS2hOx/X93G+jx92nxc\neVUDj7+xM9iebtKZMmqAixGJ9G1zJ2YGPwwpKq1lV2COuEi4UDImfY7P7+eJJbtoavYBkD0ggWvn\naAiRSEcMSInje7e33SFr9TlzyFT2HlpafTz6+o7g8MR+idF85UrjclQifVtcTCRzcjOCbZW5l3AT\n6XYAIt3tvU8PsvtA2/DEu64eR1SkPpeQ8LGimxZYTkqMpbqmoVPHXjwli3c2HKSytgm/H/7wVh47\n9pYzZmi/c4ppwZSeW/r9lQ/3kH+wEnDeW+69LpfkhGiXoxKRy6YPDlZT3PRZKUWltWQHihKJuE1X\noNKnHCmv4+UVbdUTF80axvAMDU8UOVvxsVFcOXPICQsYf7zzCDsLy12Myj2b80tZtm5/sH3D/BGM\nGXJuiamIdI3MtIQThgsv/Xifi9GInEjJmPQZPp+fPyzJo6nFGZ44OD2Ba+cMdzcokR4sLiaSKy8Y\nEpxDBvDJrhI27S7pU5PkSyvr+cObbfPEJuWkcdVFw1yMSEROtnhW2+/kxzuOUHqs3sVoRNooGZM+\n491PDgSHEEV4Pdy1eDyREfoVEDkXMdERXHHBYNL7xQW3bdtTzuqtxbT6fC5G1j1aWn389rUd1DY4\n6xelJsdw99Xj8Xq0uLNIOMnJTmFsYBi1z+9n6fr9ZzhCpHvoSlT6hOKyWl7+cE+wvXjWMIZlaAFW\nka4QHRXB5TMGk53eNgdjb3E17244SGNTq4uRnV9+v5/n38tnb3EV4HzIc+91uSTGRbkcmYi0Z/Hs\n4cHHq7YUU1nT6F4wIgFKxqTX8/n8PLEkj+bA8MQhAxO5OuQNWUTOXVSkl0umZjNmSEpw25GKepat\n2091XZOLkZ0/b6wp5L2NbZXZvnhxDqOyU05zhIi4afyw/ozIdD6IbWn1sXzDAZcjElEyJn3A2xv2\nU1DU9sn1XYvHaXiiyHng9Xq4cPwgpo1pmyhfWdvE0o/397r5GcvX7+e11XuD7RkmnYUzh7gYkYic\nicfjYfGs4cH2+5uKqG1odi8gEZSMSS93sKSGV0OGJ149ezhDB2l4osj54vF4yB2ZxrzJmcF5Uw1N\nrSxbf4Dd+4/1isIeKzcX8dz7bYvGTxiRyj3XTMCjeWIiYW/K6AFkBcraNza18p7WHROXKRmTXqul\n1cfv39xJS6tz8TcsI+mEakoicv6MyEzmipmDiY5y/sz4fH4+3nmE1VuLg0OGe6KPdxzmj8tssD16\ncArfvHGi1ioU6SG8Hg+LQ6qdvrPhAA1NLS5GJH2d/npIr/XGmkL2H6kBIDLCy91Xq3qiSHca1D+e\nRRcNO2Etsr3F1SxZu49jPXDi/MbdJfz+zTyO39sblpHEP9w0mZioCFfjEpGzM3P8QAakOEty1Da0\n8OHmQy5HJH2ZrkylV9pzqIq31rYt6vjFi0eSPSDhNEeIyPmQnBDNVRcNZdTgtsIWlbVNLFm7jz2H\nKl2M7Oys23mER/+6HV9gmGV2egIP3jKF+NhIlyMTkbMV4fWesBbgsvX7e/Qde+nZlIxJr9PU3Mrv\n39wZvGgaM6QfV1ygifUibomM8DI7N4M5EzOI8Drzqlpa/azeepiVmw9R3xi+Q4RaWn08995nPPb6\njuCQ54H94/juLVNUwl6kB5s7MYOUhGgAjtU0sXqr7o6JO5SMSa/z0soCDpfXAc6CtHctHqcFWEXC\nQE52CotmDSM5cAEEsO9wNX9dtZfdB8KvuEdlbRMPPbf5hPLXg1Lj+e6tU0hJjDnNkSIS7qIiI1g4\nc2iw/dc1hZo7Jq5QMia9Sl5hOe9+0lYZ6cuXjSa9X5yLEYlIqP5JMSyeNYycrOTgtqYWHx/vOMKy\ndQcoKq11Mbo2BUWV/PSpDdgDx4Lbpo4ewA/vmMGAFL2niPQGl07LDs5prapt0rpj4oozDnY3xniB\n3wCTgUbgbmttfsjz1wA/AlqAJ6y1j5/qGGPMKOApwA9sB+631vqMMfcA3wic42fW2jeNMXHAM8BA\noBr4W2ttiTHmIuDhwL7LrbU/CcTxV2AA0AzUW2uvOsfvjfQwdQ3NPLEkL9ielJPGvEmZLkYkIu2J\nivQyZ1ImI7KSWbfzCNV1zjo/Jcfq+Zcn1rNw5lAWzhxCUnz0Gc7U9Vpafby/sYgXP8in1efcqfMA\n188fyeJZw3SXXaQXiY6K4Pq5I3hy6S4Alq7bz4Ip2SfcvRc53zpyZ+x6INZaOwv4P8BDx58wxkQB\nvwKuBC4Gvm6MGXSaY/4L+IG1dh7O37frjDEZwN8Dc4CFwL8bY2KA+4BtgX3/CPwgcI5HgduAucCF\nxpipge2jgbnW2gVKxPoev9/PH9+2lFU5FdoSYiP56lVjte6PSBjLGpDANXOGM3FkKsd/VVt9fpZ8\nvI9/+u1annvvMyqqu6fqos/vZ33eEX74+3U8995nwUQsITaSb988mWtmD1ciJtILzZ6YccK6Y298\nVOhuQNLndKQM1FxgGYC19mNjzIyQ58YB+dbaCgBjzGpgPjDrFMdMB1YGHi/FSeJagTXW2kag0RiT\nD0wKfN3/CNn3h8aYZCDGWlsQ+HpvA5cbYw4B/YA3jDH9gF9Ya9883Yvq3z+eyMiuKUecnq5FhN32\n7vr9rM87Gmx/65apjB4xwMWIukh+GUmJsW5HIb1YOPSv+dPimZCTzoqNBzhc5sz3bGxuZfmGA7y/\nsYjLZw7li5eMIiPt/FRE3bK7hKfe2kH+wROrO47MSuH/fvWC8/Z1TxYOP4uu1htfk3Sdc71+6qrr\nr7uuzeVfn1gHOIu633LlWDJVgbnP667r+44kY8lA6F+oVmNMpLW2pZ3nqoGUUx0DeKy1/jPs2972\n0G1VJ+07EojGufv2MJAKrDHGrLfWHuUUKirqzvCyOyY9PYmSkuouOZd0zpHyOh59ZWuwPX9yFmMy\ne8/Ppbqmwe0QpJdKSowNm/4VHQFXzBhMfEwUb60t5GCJM3espdXHsrWFLP94H2OH9WPq6HSmjh5A\navK5XeTX1DezfU8Zq7cVs7Ow4oTn4mMiWTRrGFfMGEyEz9dt7yXh8rPoKuHUvyQ8ncvvVldefw1P\nj2fM4BR2H6ykpdXP71/byr3X5XbJuaVnCu1f5zsp60gyVgWERuENJGLtPZcEHDvVMcYYXwf2bW/7\nmfY9DDwaiOuoMWYTYIBTJmPSO7S0+nj09R00NrcCkJEaz5cvG+1yVCLSGR6PhwvHD2LmuIFsyS/j\nzbWF7DnkfP7m8/vZWVjBzsIKnn1nN8Mzkpg6Jp3xw/uT3i+OpLio0w5L9vv9FJfVsaWglC35ZeQf\nrAwuf3FcVKSXy6cPZtGsYSTEqmy9SF/h8Xj40iWj+PmfPgVgfd5RFs6sYkRm8hmOFDl3HUnG1gDX\nAC8EimdsC3kuDxhtjEkFanCGKP4Sp0BHe8dsMsYssNauAK4CPgDWAz83xsQCMThDH7cHvu6iwPNX\nAaustVXGmCZjTA6wB2eO2U+Ay4FvAYuMMYlAbiA26eVe/XAP+w47n1xEeD1849oJxER3zfBTEXGH\nx+NhyugBTB6Vxq59Fby5dh95+068e1V4uJrCw9W8+qHTjomKYEBKLGkpsaQmxdDY7KOmvpma+iaq\n65qpqW+moan1FF8P5k3K5No5I875jpuI9Ew52SlMH5POp7tLAHhpRQHfvXWK5p7LedeRZOxV4Apj\nzEc4RTfuNMbcBiRaa39njPkO8DZOMZAnrLVFxpjPHRM414PA48aYaJxk6SVrbasx5hFgVeAc/2yt\nbTDG/BZ4OjAPrQmnaAfAvcCzQARONcV1AMaYhcaYjwEf8H1rbek5fWck7O0oLGfpuv3B9k0LchiW\nofl7Ir2Fx+Nh3PBUxg1Ppbyqgc35pWzaXcKu/ceCBTaOa2xupai0tsOl8T3AiKxkJuekMXPcIAal\nxp+HVyAiPcmNF49k02el+Px+8vZVsH1vORNHprkdlvRynnBbZLO7lJRUd8kL15wxd1TVNfHjJ9ZT\nWdMEQO6IVB64eXKvq3b2aX6Z5lzIeROOc3oWTMk+4z51Dc1sLShjc34ph0prKalsoPEUd71CxURH\nkDs8lUmj0piUM4CUMCtfvWJzkdshdKlw7F8SXjry+34q5+v6649vW1Zscn4XB6cn8uM7ZxDh1bK8\nfc1Jc8bO68VlR+6MiYQVn9/PE2/lBROxpPgo7lo8rtclYiLSvvjYKC6akMFFEzIAZz5YbUMLZZUN\nlFbWU1HdSGx0JIlxUSTGR5EU+D8uJlLvEyJyWtfOGc5H24tpavZxsKSG9z4t4soLhrgdlvRiSsak\nx3nro0K2FpQF23ctHkdKYoyLEYmImzwej5N4xUVpqLKInJN+iTFcM3s4L6/cAzhz02eYdM0nlfNG\n912lR9mxt5zXVu0Ntq+6cCiTcnrBemIiIiISFhbOHNq2EHRzK8++s9vliKQ3UzImPUZZZQOPvb6D\n45P9zJB+3HjxSFdjEhERkd4lMsLLHQtNsL3ps1I2BqosinQ1JWPSIzS3+PjNa9upqW8GICUxmnuv\nm6BJtSIiItLlxgzpx/zJWcH2s+/spr6x5TRHiHSOrmSlR3j+/c/YW+ws/ur1eLjvulzNExMREZHz\n5qYFOSTHOwvAV1Q38uqqPS5HJL2RkjEJe2t3HOb9jW0ln2++JIcxQ/q5GJGIiIj0dolxUdx62ehg\n+71PD1J4uMrFiKQ3UjImYW3/kWqeXrYr2J5h0rlCJWZFRESkG1w4fhAThvcHwO+Hp5daWn0+l6OS\n3kTJmIStiupGHn5pK03NzpteRmo8dy4ah0frBImIiEg38Hg8fGWhISrSuWTed6SadzYcdDkq6U2U\njElYamxq5ZGXt1JR3QhAXEwE9984kbgYLY0nIiIi3Wdg/3iumT082H55ZYGGK0qXUTImYcfn9/P7\nN3ey73A1ECjYcX0u2YE1P0RERES60xcuHMqITGdR+Vafn0f/ukPVFaVLKBmTsPPyygI+DVnP4/Yr\nx5A7Is3FiERERKQvi4zw8o1rJxAbHQHA0Yp6nlluXY5KegMlYxJWPtxyiKUf7w+2r5gxhEumZrsY\nkYiIiIgzXDF0Mei1O46wZluxixFJb6BkTMJG3r4K/vR226dMk3PSuOXSUS5GJCIiItLmogkZzJ2Y\nGWw/s3w3h8vrXIxIejolYxIWCg9X8T+vbKXV5wdgyMBEvnHdBLxeVU4UERGR8HH7FWPISI0HoLG5\nlUf/up3mFpW7l85RMiauO1hSw0PPbaa+sRWAlIRo/uGmScRGq3KiiIiIhJeY6AjuvW4CkRHOB8b7\nj9Tw4op8l6OSnkrJmLjqSHkdDz23mdoGpyJRQmwkD94yhdTkWJcjExEREWnf0EFJ3HLp6GD73U8O\nav6YdIqSMXFNWWUDv3xuE5W1TQDERkfwnVumMHhgosuRiYiIiJzepdOymTp6QLD91NJd5BWWuxiR\n9ERKxsQVlTWN/PK5TZRVOYs6R0d6eeBLkxmRmexyZCIiIiJn5vF4uPvq8QxOd9ZBbfX5+Z9Xt1NU\nUuNyZNKTKBmTbldd18Qvn9/MkYp6ACIjPHzzxomMGdLP5chEREREOi4uJpIHvjSZfonRANQ3tvDr\nF7dwrKbR5cikp1AyJt2qvKqBXzy7kaKSWgC8Hg/fuDaX3JFa1FlERER6ntTkWB740mRiAgtCl1U1\n8vCLW2loanE5MukJlIxJtykuq+XfnvmU4jJnPQ4PcNficUw36e4GJiIiInIOhg5K4v7rc/F6nAqL\n+45U8+hfd9DqU8l7OT0lY9It9hZX8e/PbKQ8MEcswuvhG9dNYFZuhsuRiYiIiJy73JFpfGXhmGB7\na0EZTy3dhS+whqpIe7SQk5x3OwvL+e9XttHY5KwjFh3l5Zs3TiR3hIYmioiISO9x8ZRsSisbeGvt\nPgDWbDtMc4uPu68eT2SE7oHI5ykZk/Pqk11H+d0bO2hpdT4VSoh1JrrmZKe4HJmIiIhI17th/kgq\na5tYvdVZd2x93lGamn3cd/0EoiIjXI5Owo2SMTkvfH4/r6/ey+trCoPb+iVG8+AtU8hO1zpiItK+\nFZuL3A5BROSceD0evnrVWKIjvby/0XlP25xfysMvbeVbN04KFvoQAc0Zk/OgrqGZR17aekIiNqh/\nHN//m+lKxERERKTX83o83H7FGK66aGhw287CCh56YTN1DaqyKG2UjEmXOni0hp8+9QlbC8qC28YN\n68/3vzKdAf3iXIxMREREpPt4PB5uujiHG+aPDG7LP1jJfz63SeuQSZCSMeky6/OO8LM/fcLRY/XB\nbV+4cCjfuWUySfHRLkYmIiIi0v08Hg/XzB7OrZeNDm7bd7ianzy5Abu/wsXIJFxozpics/rGFl78\nIJ8Vmw8Ft8VERfC1xeO4YOxAFyMTERERcd+VFwwhNjqCp5ftwu+Hytom/vMvm7lpQQ4LZw7BE1if\nTPoeJWNyTnYUlvPUkjzKqtputw/sH8c3b5zIYM0PExEREQFg/uQsBqTE8tjrO6iua8bn9/PCB/ns\nOVTJnYvGERejy/K+SD916ZT6xhZeXFHAik0nVj6bNiadry0aS3xslEuRiYiIiISn8cNT+fFXL+A3\nr21nz6EqAD6xJRwsqeX+G3JV6KwP0pwxOWs7Csv50R/Wn5CIJcRG8vVrxnP/DblKxEREREROITU5\nlv9z+zQunZYd3Ha4vI5/eXIDr63aQ3NLq4vRSXfTnTHpsEOltby0ooDN+aUnbJ86egB3LDSkJMa4\nFJmIiIhIzxEZ4eVvrjTkZKfw9NJdNLX4aPX5eX1NIevyjnLHQsO4Yf3dDlO6gZIxOaPK2ib+unov\nH24+hM/vD25PiI3k9ivGcOH4QZp4KiIiInKWZk3IYOjARJ5cuis4bPFIeR3/+ZdNzMnN4OZLR6ki\ndS+nZExOqaGphXc2HGDJuv00Np14y3zWhAxuviRHd8NEREREzkF2eiLf/5vprNxcxEsrC6hvdK65\n1mw/zOb8UhZdNIxLpmUTG63L9t5IP1X5nIrqRt779CArNhVR13jiKvHjhvXn5ktGMSwjyaXoRERE\nRHoXr9fDJdMGM2V0Os+99xkbdh0FoLbBKZi2dN1+Fs4cwqXTBqvqYi+jn6YE7T9SzdvrD7A+7wit\nPv8Jz2UPSOBLl+QwcWSahiSKiIiInAf9k2K47/pc5hSU8szy3ZRWNgBQU9/Myyv3sGzdfhbOHMpl\n05WU9Rb6KfZx9Y0tbNxdwpptxezaf+xzzw/sF8eiWcOYMzGDCK+Kb4qIiIicb5NyBvBvX09lRuKn\nBQAADpBJREFU9bZi3vpoH2VVTlJW29DCKx/u4a21+7hg3EDmT84iJytZH5T3YErG+qCWVh/b95Tz\n8c7DbPqslOYW3+f2GT04hYUzhzJl1AC8Xv2Ci4iIiHSnyAgvC6ZkM3diJh9tP8ybHxUG75Q1Nrey\nemsxq7cWk5kWz7xJWczOzSA5QcU+eholY31ETX0zOwvL2b6nnM35pdTUN39uH48HZpiBLJw5lJFZ\nyS5EKSIiIiKhIiO8zJ/sJFtrtx9m2fr9FJfVBZ8vLqvjhQ/yeXllAWOG9GNyThqTRw1gUGq8i1FL\nRykZ66WaW3zsO1zN9r1l7Nhbzp7iKvz+9vcdnJ7IrAmDuHD8IFKTY7s3UBERERE5o8gIL/MmZzF3\nUiYFh6pYteUQ63cdDVa8bvX5ydtXQd6+Cp57P59BqfFMzkkjd2QqOVkpmmMWpvRT6QX8fj9HK+rZ\nc6jK+Vdcyf4jNZ8rwhGqf1IMF00YxKzxGQwemNiN0YqIiIhIZ3k8HkZlpzAqO4UvXz6aDXlHWbW1\nmPyiyhP2O1Jex/LyOpZvOIAHyE5PICc7hZysFHKykxmUGo9Xc81cp2SsB2lqbqWsqoHisjqKy2o5\nVOr8X1xe97l1wE7mAUZkJZM7IpXckWmMzErWL6CIiIhIDxYbHcm8yVnMm5xFRXUj2/aUsSW/lB2F\n5TQ1t9UE8AMHS2o5WFLLys2HAIiO9JKZlkDWgASyBsSTNSCBzLQE0pJjiIqMcOkV9T1KxsJAfWML\nVbVNVNc1U13v/F9T38yx6kbKqhoor3L+b2+e1+kM7B/HmMH9yB2ZyvjhqSTGRZ2nVyAiIiIibuqf\nFMP8yVnMn5xFc0sru/YfY2t+GZ8dPMaBkprPTVdpavGx70g1+45Uf+5cyfFRpKXEkpYcS2pyLCmJ\n0STFRZMUH0VifBRJ8dEkxUUREx2hD/fP0RmTMWOMF/gNMBloBO621uaHPH8N8COgBXjCWvv4qY4x\nxowCnsJJ0LcD91trfcaYe4BvBM7xM2vtm8aYOOAZYCBQDfyttbbEGHMR8HBg3+XW2p8E4vgxsDiw\n/QFr7fpz/N50i5dWFLB03b5TzufqqMS4KIZnJjEyM5mRWSmMzEpW8iUiIiLSB0VFRjBxZBoTR6YB\n0NDUwt7iavKLKikoqqSwuIqqulN/yF9V10xVXTN7iz+fqJ0sJiqC2Oj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      "text/plain": [
       "<matplotlib.figure.Figure at 0x11cb4d3d0>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "metrics = AbuMetricsBase(*abu_result_tuple)\n",
    "metrics.fit_metrics()\n",
    "metrics.plot_returns_cmp()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 9.2 度量的基础\n",
    "\n",
    "### 9.2.1 度量的基础概念"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 9.2.2 度量的可视化"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "alpha阿尔法:0.1979\n",
      "beta贝塔:0.1476\n",
      "Information信息比率:0.0445\n",
      "策略Sharpe夏普比率: 1.9564\n",
      "基准Sharpe夏普比率: 0.5012\n",
      "策略波动率Volatility: 0.1076\n",
      "基准波动率Volatility: 0.1689\n"
     ]
    },
    {
     "data": {
      "image/png": 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IJDn28IWWGwDwJJaiQcfIyPDA+ra5QScAANA8YQMAADRP2AAAAM0TNgAAQPOEDQAA0Dxh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\nAAAAzRM2AABA84QNAADQvP8PzSbVaR637LsAAAAASUVORK5CYII=\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x107f380f0>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "metrics.plot_sharp_volatility_cmp()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "策略sharpe值计算为＝1.95641533363241\n"
     ]
    }
   ],
   "source": [
    "def sharpe(rets, ann=252):\n",
    "    return rets.mean() / rets.std() * np.sqrt(ann)\n",
    "\n",
    "print('策略sharpe值计算为＝{}'.format(sharpe(metrics.algorithm_returns)))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "因子平均生效间隔:16.710526315789473\n"
     ]
    },
    {
     "data": {
      "image/png": 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fdXr8uRjXPInEkAV8zuoihspwDKhk7tzrj7lmK/pTwG3IlhMKxjTfcAio9zCW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      "text/plain": [
       "<matplotlib.figure.Figure at 0x118d649b0>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "metrics.plot_effect_mean_day()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "策略持股天数平均数: 40.857142857142854\n",
      "策略持股天数中位数: 28.5\n"
     ]
    },
    {
     "data": {
      "image/png": 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      "text/plain": [
       "<matplotlib.figure.Figure at 0x118d64048>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "metrics.plot_keep_days()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "卖出生效因子分布：\n",
      "AbuFactorAtrNStop:stop_loss=1.0           18\n",
      "AbuFactorAtrNStop:stop_win=3.0             9\n",
      "AbuFactorCloseAtrNStop:close_atr_n=1.5    31\n",
      "AbuFactorPreAtrNStop:pre_atr=1.5           9\n",
      "dtype: int64\n"
     ]
    },
    {
     "data": {
      "image/png": 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Mej8ryVFJtuvuI6rq5Um+2d0Hj/skQ+jes6r2zhBmZzx/3P/vk2yX5KNJDhqD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\nAABMSPAGAACACf0/bwXUD1LzLi8AAAAASUVORK5CYII=\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x1190fc748>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "metrics.plot_sell_factors()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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MzXvLSYqPpHBKEnHREUzPdnG6ooWWjp5R/ya8z96TtXh9flYUDj87dLEIh43Pf3Q2O46c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\nDZEkSZKkkmVDJEmSJKlk/f8pGPC6pvTFiQAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x107bd7da0>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "最大回撤: 0.06483096191700943\n",
      "{(Timestamp('2016-04-14 00:00:00'), Timestamp('2016-07-13 00:00:00')): 103775.6649999998}\n"
     ]
    }
   ],
   "source": [
    "metrics.plot_max_draw_down()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 9.3 基于grid search寻找因子最优参数\n",
    "\n",
    "### 9.3.1 参数取值范围"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "止盈参数stop_win_n设置范围:[ 2.   2.5  3.   3.5  4. ]\n",
      "止损参数stop_loss_n设置范围:[ 0.5  1.   1.5]\n"
     ]
    }
   ],
   "source": [
    "stop_win_range = np.arange(2.0, 4.5, 0.5)\n",
    "stop_loss_range = np.arange(0.5, 2, 0.5)\n",
    "\n",
    "sell_atr_nstop_factor_grid = {\n",
    "              'class': [AbuFactorAtrNStop],\n",
    "              'stop_loss_n'   : stop_loss_range,\n",
    "              'stop_win_n'   : stop_win_range\n",
    "         }\n",
    "\n",
    "print('止盈参数stop_win_n设置范围:{}'.format(stop_win_range))\n",
    "print('止损参数stop_loss_n设置范围:{}'.format(stop_loss_range))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "暴跌保护止损参数pre_atr_n设置范围:[ 1.   1.5  2.   2.5  3. ]\n",
      "盈利保护止盈参数close_atr_n设置范围:[ 1.   1.5  2.   2.5  3.   3.5]\n"
     ]
    }
   ],
   "source": [
    "close_atr_range = np.arange(1.0, 4.0, 0.5)\n",
    "pre_atr_range = np.arange(1.0, 3.5, 0.5)\n",
    "\n",
    "sell_atr_pre_factor_grid = {\n",
    "              'class': [AbuFactorPreAtrNStop],\n",
    "              'pre_atr_n' : pre_atr_range\n",
    "         }\n",
    "\n",
    "sell_atr_close_factor_grid = {\n",
    "              'class': [AbuFactorCloseAtrNStop],\n",
    "              'close_atr_n' : close_atr_range\n",
    "         }\n",
    "\n",
    "print('暴跌保护止损参数pre_atr_n设置范围:{}'.format(pre_atr_range))\n",
    "print('盈利保护止盈参数close_atr_n设置范围:{}'.format(close_atr_range))"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 9.3.2 参数进行排列组合"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "卖出因子参数共有477种组合方式\n",
      "卖出因子组合0形式为[{'stop_loss_n': 0.5, 'class': <class 'abupy.FactorSellBu.ABuFactorAtrNStop.AbuFactorAtrNStop'>, 'stop_win_n': 2.0}, {'class': <class 'abupy.FactorSellBu.ABuFactorPreAtrNStop.AbuFactorPreAtrNStop'>, 'pre_atr_n': 1.0}, {'close_atr_n': 1.0, 'class': <class 'abupy.FactorSellBu.ABuFactorCloseAtrNStop.AbuFactorCloseAtrNStop'>}]\n"
     ]
    }
   ],
   "source": [
    "sell_factors_product = ABuGridHelper.gen_factor_grid(\n",
    "    ABuGridHelper.K_GEN_FACTOR_PARAMS_SELL,\n",
    "    [sell_atr_nstop_factor_grid, sell_atr_pre_factor_grid, sell_atr_close_factor_grid])\n",
    "\n",
    "print('卖出因子参数共有{}种组合方式'.format(len(sell_factors_product)))\n",
    "print('卖出因子组合0形式为{}'.format(sell_factors_product[0]))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "买入因子参数共有3种组合方式\n",
      "买入因子组合形式为[[{'class': <class 'abupy.FactorBuyBu.ABuFactorBuyBreak.AbuFactorBuyBreak'>, 'xd': 42}, {'class': <class 'abupy.FactorBuyBu.ABuFactorBuyBreak.AbuFactorBuyBreak'>, 'xd': 60}], [{'class': <class 'abupy.FactorBuyBu.ABuFactorBuyBreak.AbuFactorBuyBreak'>, 'xd': 42}], [{'class': <class 'abupy.FactorBuyBu.ABuFactorBuyBreak.AbuFactorBuyBreak'>, 'xd': 60}]]\n"
     ]
    }
   ],
   "source": [
    "buy_bk_factor_grid1 = {\n",
    "    'class': [AbuFactorBuyBreak],\n",
    "    'xd': [42]\n",
    "}\n",
    "\n",
    "buy_bk_factor_grid2 = {\n",
    "    'class': [AbuFactorBuyBreak],\n",
    "    'xd': [60]\n",
    "}\n",
    "\n",
    "buy_factors_product = ABuGridHelper.gen_factor_grid(\n",
    "    ABuGridHelper.K_GEN_FACTOR_PARAMS_BUY, [buy_bk_factor_grid1, buy_bk_factor_grid2])\n",
    "\n",
    "print('买入因子参数共有{}种组合方式'.format(len(buy_factors_product)))\n",
    "print('买入因子组合形式为{}'.format(buy_factors_product))"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 9.3.3 GridSearch寻找最优参数"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "read_cash = 1000000\n",
    "choice_symbols = ['usNOAH', 'usSFUN', 'usBIDU', 'usAAPL', 'usGOOG',\n",
    "                  'usTSLA', 'usWUBA', 'usVIPS']\n",
    "grid_search = GridSearch(read_cash, choice_symbols,\n",
    "                         buy_factors_product=buy_factors_product,\n",
    "                         sell_factors_product=sell_factors_product)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "下面开始通过fit函数开始寻找最优，第一次运行select：run gird search，然后点击run select，如果已经运行过可select：load score cache直接从缓存数据读取\n",
    "\n",
    "备注：如果第一次运行选择run gird search下面的运行耗时大约1小时多，建议电脑空闲时运行"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "application/vnd.jupyter.widget-view+json": {
       "model_id": "6d06127a7e7a4ab08ec2c5a878115399"
      }
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "scores = None\n",
    "score_tuple_array = None\n",
    "\n",
    "def run_grid_search():\n",
    "    global scores, score_tuple_array\n",
    "    # 运行GridSearch n_jobs=-1启动cpu个数的进程数\n",
    "    scores, score_tuple_array = grid_search.fit(n_jobs=-1)\n",
    "    # 运行完成输出的score_tuple_array可以使用dump_pickle保存在本地，以方便之后使用\n",
    "    ABuFileUtil.dump_pickle(score_tuple_array, '../gen/score_tuple_array')\n",
    "\n",
    "def load_score_cache():\n",
    "    \"\"\"有本地数据score_tuple_array后，即可以从本地缓存读取score_tuple_array\"\"\"\n",
    "    global scores, score_tuple_array\n",
    "    \n",
    "    with AbuBlockProgress('load score cache'):\n",
    "        score_tuple_array = ABuFileUtil.load_pickle('../gen/score_tuple_array')\n",
    "        if not hasattr(grid_search, 'best_score_tuple_grid'):\n",
    "            # load_pickle的grid_search没有赋予best_score_tuple_grid，这里补上\n",
    "            from abupy import make_scorer, WrsmScorer\n",
    "            scores = make_scorer(score_tuple_array, WrsmScorer)\n",
    "            grid_search.best_score_tuple_grid = score_tuple_array[scores.index[-1]]\n",
    "        \n",
    "def select(select):\n",
    "    if select == 'run gird search':\n",
    "        run_grid_search()\n",
    "    else: # load score cache\n",
    "        load_score_cache()\n",
    "\n",
    "_ = ipywidgets.interact_manual(select, select=['run gird search', 'load score cache'])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "组合因子参数数量1431\n",
      "最终评分结果数量1431\n"
     ]
    }
   ],
   "source": [
    "print('组合因子参数数量{}'.format(len(buy_factors_product) * len(sell_factors_product) ))\n",
    "# 如果从本地序列文件中读取则没有scores\n",
    "print('最终评分结果数量{}'.format(len(scores)))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {
    "scrolled": false
   },
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "买入后卖出的交易数量:38\n",
      "买入后尚未卖出的交易数量:2\n",
      "胜率:60.5263%\n",
      "平均获利期望:13.4462%\n",
      "平均亏损期望:-6.0647%\n",
      "盈亏比:3.2382\n",
      "策略收益: 31.5812%\n",
      "基准收益: 15.0841%\n",
      "策略年化收益: 15.7906%\n",
      "基准年化收益: 7.5420%\n",
      "策略买入成交比例:100.0000%\n",
      "策略资金利用率比例:18.0478%\n",
      "策略共执行504个交易日\n"
     ]
    },
    {
     "data": {
      "image/png": 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xErfddjPXXPMTli17gSuv/DaGMYOEhIQBP3vKlCJ+8IPvYrfbycrKYubM2RGvX0REZDg0\nupsASItNxWQycd6Us7BZYnh5z3+5Z939tHhamZo6mauO/w6rK9fzxr63+bBidfh+s8lMIBDo9QeC\nEn0+v4+djXsw0oq6tVGDKxh40mNTe9wTHtKmOTyjmmmkr0RSU9MysgvsxUcfrSA1NY0ZM2axevUq\n/va3v/LHP/55WN6VlZVETU3LsDxbBk7tEH1qg+hTG4wMaofB29mwm9+vf4izJpzKeVPOCh9fXvY+\nL+x8GYAvGRdzyrhFQHCBg/XVm/nwwMfsbtpLh9/L1NTJTE+fxtcWXqB2iLJD/y68v/8j/uH4F1cd\n/x1mpE8LH//wwGqe3v48l06/hCX5C7s9w+V1ce17tzA7YzpXHveto1b7WHE0/z3Kykrq8ycN6uEZ\nBnl54/jNb27DYrHg9/u5+urrol2SiIiIHEZjaIGClNjuQ5tOLTwFuzWezbXbWJBzfPi42WRmfs5x\nzM85jv+WvMXLe15nZ+Medjbu4WsLLziqtcvhHWitAqDWWdfteIOrAYD0uJ49PLGWWMwms4a0jXIK\nPMNg4sRJPPTQX6NdhoiIiByBziFtqbHJPc4tylvAorwFfd6bn5Db7etWd1tki5Mhq3UFg05LaJPR\nTvWhOTxpvQQek8lEvDVOQ9pGOS1LLSIiIgLhJahTY3tOXj+c/MTugWdf0/6I1CSRU+esB6DF0z2M\nds7hSetlDg8E5/FolbbRTYFHREREhIM9PIcOaRuI9Lg05mTODPf07Gs6ENHaZGj8AT91oaFrLZ7u\nc0oaXI0k2hKIsdh6vddutdPkaeFXq34X/jMio4sCj4iIiAjBOTxmk5mkmIGvTtrJbDJzxdxv8o2Z\nXwIUeEaaZk8LXn9w38SWjoND2gKBAPXuxl7n73SKD+3Fc6CtkvXVm4e3UBkWCjwiIiJyzNjTVMpv\nPv491e01Pc41uptIiUnGbBr8t0c5CdmYTWbKGjWkLZJcXjdbarcx2NWFa0PD2aD7kLZ6VyNev5e0\nuLQ+7/X4D2490rlnj4wuCjwiIiIyZgQCAR4vfobndvy71/Nv7XuX8tYDvL9/Zbfj/oCfZk9LrwsW\nHAmb2Up2fCb7mg8M+ptz6emFnS/x4Ka/Uly3/fAXE1yYYENFMcV1DorrHGyp3dbl3MEhbR9XrgNg\nRvrUPp/V4Do4jO1Aa+WRli4jgFZpExERkTFjc+1WVletx4SJMyd8mpQuAaa9w8mW0DfMa6s2clHR\nOeHenHpXA76Aj4z49CHXkJ+YS2V1NQ3uRtL76TmQgWlyN4eDyeqq9czOnNHntY3uJkyYuG/DIxxo\n6xlObGYb7V4nXr8Xs8nMhxUfE2OJYUHOvD6f+dUZl/B22Qp2Nu5W4BmlFHhERERkTAgEAryy943g\nrwmwtnojpxaeEj6/vmYTXr+XOEssTZ5mdjXuYVpaEQD7Q9/IHrq89GDkJ+Syjk0caK1U4ImAd8s/\nxBvwYcLEpppiXF43cdbYHtftaNjFg5sex+f34Qv4mJMznckJk8LnE2x2tjXsZH31Jlo72tjfWkm9\nq4EleSeG5+n0Znr6VKanT+X+DY+ytd5BW0c7CTb7sHxWGR4a0iYiIiJjQo2zlv2tFUxJmYTZZGZN\n5YbwOa/fyxslb2MxWbiw6BwAdjTsCZ8/0FoBwLjEvCHX0blEdW89DHJkXF437+//iERbAp8uXIrH\n38Guxj09rvMH/Dy65Wl8fh/+gB+rycKVC7/GGRM/Hf7v5HEnkRyTBATn8XxwYBUAS8edNKBawu0a\n+rMio4cCj4iIiIwJ2+t3AbAwdx7T06ZS2lJGdXsNHb4OXtz1CrWuek4Zt4h5WXMAKG0uC9+7PxRO\nDt1PZzDyE4KhScOfhu6jitW0e518smAJhUnjAGjoZWnoZk8LrR1tzM2cyY/nX8kP511OZkLP4YnJ\nMYkA7G89wObarRQk5jM+qWBAteQl5ABQ2cuCF/0pad7H09uep8PXcUT3SeRoSJuIiIiMCY6GnQBM\nT5tKjNnG1noHL+3+L+WtB6hx1pERl8ZZEz9DYkwCmXHplDaXEQgEMJlMHGitJN4a1+fmk0ciIz6N\nWEuMeniGyOf38XbZ+9jMVj4xbgnlrcGlvptDG8R21bkKW2Z8BpNTJvb5zKRQ4Hm9dDn+gJ+T80/C\nZDINqJ4cexZAryv89ee+DY/g9LoYn1zAKeMWH9G9clC9q4F/7nwZAgHOnHgqE5ILB3yvAo+IiIiM\nev6AH0fDbjLi0smyZ5AUk4DNYWN9zWZMmPh04VLOnXRmeO7HhORC1lZvZFv9Dva3VlDjrGVi8vgB\nf/PbH7PJTEFKHqUN5fj8Pixmy5CfeSzaULOFOlcDp4xbTGJMQngBiuZDNg4FqAsHnv4XnZiZbmA1\nW6luryXGbGNh7vEDrid7kIHH6XUBUNNed0T3SXcfHVjNxpotAGxr2MnXZnwh3Fv735LlfD3rwj7v\n1ZA2ERERGfX2tZTj9DqZnh5chCDOGscZEz6FkVbETxb8kM9PPb/bRPeJoZ8O37/xUZbtfpVAIMAJ\n2XMjVs/4lHF4Az6qnbURe+axZmXFGoDwwhMpofk3Tb0EnlpnMExkxmf0+8y0uFQ+EeplmZ9zPPHW\n+AHXk2Czk2hLoOoIA0+iLbiRrXr8hmZ7Q3DI6qXTLwnN2XqKhzY/zsqKNbyy9/V+71UPj4iIiIx6\n2+tDw9nSp4WPnT3p9D6vn5s1ixUHVpFjz2Zu1izmZMwgMSYhYvUUpuQDwQnunXM/5MiUtx4gPS6N\nbHsmAPHWeKxmK83uXgKPa2A9PABnTzoNi8nCJwuWHHFN2fYsSpr34fV7sZoP/210IBDA7QtuXNp1\nCKUcGafXRUnzPiYlj2dJ/kKmpE7kme0vsLl2G5u77LHUFwUeERERGVZevxeX1x3RQHGo7fU7MWFi\nWuqUAV2fGZ/BLYuuH7Z6xncGnrYq5g/bW8auFk8rzZ4WZmcc3HPHZDKRHJPU65C2Wmc9ZpN5QHOw\n4q3xXFh09qDqyrZnsqephFpnPbkJ2Ye9vrWjjQ5/cLGCdq+TamdteC6QDNyuxj34A36M0AaxOfYs\nfjTve6ysXMu/d7/KcZmz+r1fQ9pERERkWC3b9So//+iOXr9RjQS3z8OeplIKkvKHNVQdifGpwRXF\ntFLb4HT+vh26THhn4AkEAuFjPr+PWmcdabGpwz5fqjOsDHR4WoOrEYBYSwwA7+//aHgKG8MCgQDL\n970P0CMAL85bwG9OvpkvGRf3+wz18IiIiMiw2t1UgsvnZmNNMaeMWxTx5+9q3Isv4GN62tSIP3uw\nUmKTSLQlaM+WQahur2Vt9Uag5zLhKTFJlAR8bKnbRlnLfnY3lrC3uRS3z3NU2n9a2hRMmPjXrv8w\nLXXKYQN2vTsYeM6a+BlW7F/J++UfUd1+7Mzriomx4vF4B3Tt3MyZLB23iFUVa6l3NfLZSZ8hEAiw\nsnItOxp3MzPDYFLK+B73DWSIoAKPiIiIDJtAIBBe1WpjzZZhCTzb63cAMD195AQek8lEfkIuOxp3\n4/Z5wj/hl8N7ePMTVLRVAb308IRWavvzpsfDx3Ls2UxJmcgnBjEn50hNTB7POZNO55W9b/Bo8dNc\nddy3++1Vqnc1AJAVn8mFRefw2JanKa7bPux1jkbFddspaz3Ayoo1eP1eUuNS2Fizmc2127CZrVw4\nZXDDEEGBR0RERIZRs6cFl88NgKNhF+0d7dht9oi+w9GwC5vZypR+9l+JhvzEYODZ0bCLVk8biTEJ\nzMmcGe2yRrQOvzccdqxmK9nxmd3OJ3RZVe3bs7/K1NTJ4b11jpYzJ57Kvpb9bKot5t+7X+Piqed2\nO+/1e9nRsJuNtcWs2L8SgPS4VCYkFzLnUzPxB/xHtd5oysxMpLa29bDXNbmbeXDjY+HfL4Cntj0H\nwLTUKXzJuIicAcyZ6osCj4iIiAwLl9fF7qYSAOIscbh8LrbUbefE3BMi9o5mTwv7WyuYnjYVm8UW\nsedGQn5CcDjWX4v/Hl6p60fzvse0tIEtrHAs6lxeekrKJC6eek6P3pPEULgx0ooiuoz4kTCbzHx9\n5he5a819vFX2HrkJOSzJXwjAf/b+j+X73sflC+69Y8JERlwaOfbgN+u2AazsNpbEWWOJtXgOe122\nPZNr5l/Jw5uexGwyk2PPZEvddi6ccjYn5p4w5JXtjq3fdRERETlq/rL5b2xvCC4X/YmCxbxR+jYb\narZENPA46oN7c4yk4WydOuefdIYdgI8r1ynw9KNzj5s5mTOYmNxzvsbJ+SdiM1tZGME/Q4MRb43j\ne3O+zl1r7+fp7c/zUcXHFCYV8G75ByTHJLEkfyFzM2cxOWWCNp4doOSYJK5b8INuC1JEagnvQQUe\nwzDMwAPAcYAb+I7D4djV5fzngBuAAPC0w+H4w+HuERERkbHD6/eGww7A3MxZbKopZmudI6JzWjr3\n3zFCG46OJF333zkpdz47GnazvnozX5x24YjrjYqWHQ27yLHnkBIb3FS0ui0YePpa8jnGEsPSYZgH\nNhg5Cdlcc8IV/GXzk+xt2seeplIgONSuKHVSlKsbvYZjn6LB9vBcCMQ5HI7FhmEsAu4BLgAwDMMC\n3AEsAFqBrYZhPA18oq97REREZGzZf8jqZDn2LI7Lms3rpcvZVufg+Ow5Q35HIBBge8NOEmx2ChLz\nh/y8SIuzxpERl0adq4Hp6VNJiU3mjdK3+Wvx35mVMT3a5UVFvC2e4zJnYTFb2FhTzMObnyDOEsf5\nU87ilHGLwj082aNkr5pxiXncuvinNLgaeaz4afISchV2RqDBBp6lwH8BHA7HSsMwFnSecDgcPsMw\nZjgcDq9hGNmABfD0d4+IiIiMLXub9wFwauEpTEmZiN0Wz/GhwLOhpnjIgae1o413ylbQ6G7ihOy5\nmE0jc2vBicnjaXI3Mz19KnMyZ7KnqYSNtcVsrC2OdmlRMytjOnMzZ7K87H1MmDCZTDy3YxmrKtZS\n2lKG2WQmMy492mUekbS4VK6d/4NolyF9GGzgSQaaunztMwzD6nA4vAChsHMxcD/wH6DtcPf0JS3N\njtWqsY/9ycpKinYJgtphJFAbRJ/aYGQYCe1QsTvYw3Pe7FMZlxycy5KZOZ3MrekU128jLT0eq2Vw\n34bsqd/Hre/9DpfXTUKMnYvmnEFWZvQ/86GyspK4cslXaXQ2MT412AN1a/Y1bKgoxu09/ETuseid\nko/YXLU9vDTzZyYv5YtzzuPJ9f9kxb7VABSm5JObkxqR942EvwvHupHQBoMNPM1A1+rNhwYXh8Px\nomEYy4DHga8P5J7eNDS0D7LEY0NWVhI1NcOzc7UMnNoh+tQG0ac2GBlGSjvsqikhzhKH1RVPjftg\nPXPSZ/J2+QpW7d7MtLTBzbt5cevruLxuzp10Jp8uXEpcIHZEfOauurZDPMnd6psUOwVio1VZdBXN\nmMrW7OA8LovZwqyM6XS0mPhy0SUsyjqJGmctk5InRKQ9R8rfhWPZ0WyD/oLVYAPPB8B5wHOh+Tib\nO08YhpEMvAyc4XA43IZhtAH+/u4RERGRsaXR3UxGfFqPoWadK5fVuRoH9Vy3z8OGmi1kxKVz1sRT\nh2WCswwfq9nK3KxZvZ6blDKeSSk9V2YTGarBBp5/AacbhvEhYAIuMwzjK0Ciw+F4OLRIwXuGYXQA\nm4CnCK7Y1u2eoZcvIiIiI43H14HL5yLJ1nNDyM5NIls8g/up74bqzXh8HhYWzlPYEZEBGVTgcTgc\nfuCKQw5v73L+YeDhXm499B4REREZYzrDTFJMzyEmyaFjLZ7D775+KK/fy6slb2IxWVict3BoRYrI\nMUMbj4qIiEhENYfCTHJM3z08zUfYw9PW0c7zO16i1lnHJwtOJjN+dK3iJSLRo8AjIiIiEXWwh6eX\nwGPrHNI2sB6eQCDAqsq1/GvXf2jtaGNcYh5nTzwtcsWKyJinwCMiIiIR1RLu4ek5pM1msRFvjRtw\n4Hlpz395o/RtYsw2LpxyNqcWnoLFrO0qRGTgFHhEREQkopr7CTwQ7PkZaODZWFNMnCWWm078MRnx\naRGrUUSOHSNzW2IREREZtVo6+h7SBpBkS6K1ow1/wN/vczw+D9XtNYxLzFfYEZFBUw+PiIiIRFRn\nD09vq7TrV2icAAAgAElEQVRBcDGDAAFaO9p69AL5/D5MJhMPb36SrXUOAgQYl5g37DWLyNilwCMi\nIiIR1exuwYSJRJu91/NJXZam7vB5SY1NxmK24PP7uH3VPeQm5LC5dmv4+gIFHhEZAgUeERERiaiW\njhYSbQl9Li7QuVz1O2Uf8GHFx1wy7QI+VXAye5v3Ue2spdpZ2+36cUkKPCIyeJrDIyIiIhHj9Xtp\ncDWRGpvc5zUpsSkAfFjxMQDrqzcBdOvV6SovITfCVYrIsUQ9PCIiIhIxJc1ldPg7mJw6sc9rTsie\nw4cHVrG3eR8AsZZYADbXbut23ZeNi7GYLMRaYoatXhEZ+9TDIyIiIhGzs2E3ANNSp/R5TZw1jh/O\nu5xvzPwSJkw0upuobq+lqr2aGenTsJmtpMQkcXL+SSzOX3i0SheRMUo9PCIiIhIxOxp2Y8JEUdrk\nfq+LtcRwYu4JvF6ynEZXE1vqgr0787Ln8MmCJdjMNkwm09EoWUTGOAUeERERiYgOXwd7mkvJT8wl\n0ZYwoHtSY1OobK9mXVVwHs/sjBmk9DP/R0TkSGlIm4iIiETE3uZ9eP1epqX1PZztUKlxKaF7Sxmf\nVKCwIyIRp8AjIiIiEbFjAPN3DpUaWrENYE7mjIjXJCKiwCMiIiIREZ6/k9r//J2uugeemcNRlogc\n4xR4REREZMg8Pg8lzfsoTMrHbosf8H1pocCTGptCQWL+cJUnIscwBR4REREZsj1NpfgCPqalFR3R\nfdn2LEyYOC5rtlZlE5FhoVXaREREZMjC83eOYMECgGx7Jj9Z8ENyE7KHoywREQUeERERGbodDbsx\nm8xMSZl4xPeOTy6IfEEiIiEa0iYiIiJD4vK6KW0pY0JSAXHWuGiXIyLSjQKPiIiIDEmDuxF/wE9+\nYl60SxER6UGBR0RERIbE6XUCYLcOfHU2EZGjRYFHREREhqS9IxR4jmA5ahGRo0WBR0RERIakXT08\nIjKCKfCIiIjIkBzs4bFHuRIRkZ4UeERERGRI2r3tgHp4RGRkUuARERGRIdGQNhEZyRR4REREZEi0\naIGIjGQKPCIiIjIkTq8LgHj18IjICGQdzE2GYZiBB4DjADfwHYfDsavL+S8DVwNeYDPwfYfD4TcM\nYx3QHLpsr8PhuGwoxYuIiEj0dc7hibfGRbkSEZGeBhV4gAuBOIfDsdgwjEXAPcAFAIZhxAO3A3Mc\nDke7YRjPAOcahvEGYHI4HJ+KQN0iIiISZf6An9WV66lzNhBvjcNs0sARERl5Bht4lgL/BXA4HCsN\nw1jQ5ZwbWOJwONq7vMNFsDfIHgo+VuAmh8OxcpDvFxERkShp72jnw4rVJMck8eS2ZwHIiEuLclUi\nIr0bbOBJBpq6fO0zDMPqcDi8DofDD1QBGIbxQyAR+B8wG7gbeASYCrxmGIbhcDi8g65eREREjqpA\nIMDftj3PptpiYiwx4eNaoU1ERqrBBp5mIKnL1+auwSU0x+dOYBrwOYfDETAMYwewy+FwBIAdhmHU\nAXlAWX8vSkuzY7VaBlnmsSErK+nwF8mwUztEn9og+tQGI8NwtsP7JR+zqbYYAI/PEz6eGG9X+x9C\nvx/RpzaIvpHQBoMNPB8A5wHPhebwbD7k/EMEh7ZdGOrxAfgWMAf4vmEY+QR7iSoO96KGhvbDXXJM\ny8pKoqamJdplHPPUDtGnNog+tcHIMJzt0Ohu4tG1/yDGEsOEpAJ2Nu4Jn6tqqVP7d6G/D9GnNoi+\no9kG/QWrwQaefwGnG4bxIWACLjMM4ysEh6+tAb4NvA8sNwwD4A/Ao8DjhmGsAALAtzScTUREZHQI\nBAI8s/0F2r1OvjjtIgqS8vj9uofIS8ihvPUA9a6GaJcoItKrQQWeUK/NFYcc3t7l130t0/KVwbxP\nREREomtt1Qa21G3HSCti6biTMJvM/P5Tv6LR3cRtK+/iC9MuinaJIiK9GmwPj4iIiBxDttXvBOBz\nU88LLz9tNplJj0vj95/6dTRLExHplxbMFxERkcNy+lwApMQmR7kSEZEjox4eERGRY4TH18Huxr34\nCa4nZDPbmJIyEYv58KuhOjucAMRb4oa1RhGRSFPgERGREWFPUwl5CTnEaz+XYfPcjmV8VLG627FL\np3+eJfkn9ri2yd1MgACpsSlAsIcnxhIzoHAkIjKSaEibiIhEXU17HfesfYA7V/+JWmddtMsZk8pa\n9rOyYg059mwumPJZzpxwKgA7Gnb3uNZRv4vbVt7Nn9b/JXzM2eFU746IjEoKPCIiEnUtHa0AVDtr\nuXvN/exrLo9yRWNLIBDghZ0vEyDAF6ZdwBkTPs15k88kwWpnT1Npt2tXV67n/o2P4vK5qGqvocPX\nAQR7eOJt6n0TkdFHQ9pERCTqPD4PAIWJ+ZS3VnDv+j/zyXFLsJr1v6kjlVAVQ1ubp9uxlo5Wdjbu\nYXbGdKanTwXAZDIxKWU8W+q20+RuITkmkf/te4d/736NeGsc2fZ8SpvLqHXVk2vPxul1kR2fFY2P\nJCIyJPo/iYjIEdjTVMLm2m2cP/ksTCZTtMsZM9yhwLMw9wTOik/n8eK/879970S3qDHGYrJwUdG5\n3Y5NSpnIlrrt7G0uZWfDbt4p/4DU2BR+cNy32VK3jdLmMmraa0mPS8Mf8BNv1ZA2ERl9FHhERI7A\nK3vewNGwixNzTyAvISfa5YwZHaHAE2OxcXzWbG5d/FNq2mujXNXolJpqp7GxvcfxlNgUsu2Z3Y5N\nTC4EYHXlOjbUbCHXns0P532X1NgUqttrAKhx1jHeWwCgwCMio5ICj4jIAHn93vB8hyZ3swJPBLn9\nocBjjgEgNTYlvDqYHJmsrCRqTC0DujY/MReA4rrtACzJPzH8+54VCkc1zjqc3uAePAo8IjIaadEC\nEZEB2teynw5/cAJ3k7s5ytWMLZ7QxPgYS0yUKzm2JNkSsVvj6fB7AchNyA6fy4zPAKCmvbZL4NGi\nBSIy+ijwiIgM0K6GPeFfK/BElic8pE2B52gymUzdQk6u/WCvZawlhpSYpFAPT2jTUfXwiMgopMAj\nIjJAOxsPBp5GT1MUKxl7PKGes1gFnqOuM+TEWGJIi+s+jDAzPoN6VwOtnjZAgUdERicFHhGRAfD5\nfexu2kuSLRFQD0+khXt4zLYoV3Ls6ezhybVnYzZ1/7YgPS6dAAEq2qoADWkTkdFJgUdEpB9N7haa\nPS2Utx7A7fMwN2sWFpNFgSfC3BrSFjXhwNNlaFunzPg0AMpbDwDq4RGR0UmrtImI9OOmD34JwEVF\n5wAwLXUyW+scNCrwRNTBRQvUw3O0TU2dzLzsuZycf1KPc+lx6cDBwBOnwCMio5ACj4jIAGyp3QZA\nUdpkUmNTKG0pwx/w9xgCJIPj8auHJ1piLDF8Z/ZXez2XERfs4WnxtAJg15A2ERmF9H9qEZE+dM4r\ngeCCBZnxGaTGppASm4w/4Keto+fmjjI4B+fwKPCMJBnx6d2+1pA2ERmNFHhERPpwaKCZmjoZgPS4\nVAD2NJUc7ZLGLI/PgwkTNrMGHowkaV02f+0M+yIio40Cj4hIH/oKPIvzFmI2mVm2+1W8oQ0bZWg8\n/g5sFhsmkynapUgXFrMl/OtFufM1hFNERiX9yyUi0od2b/fAUxQKPPmJuSzKXUB1ey17mkqjUdqY\n4/F5iNVwthGpc6nwk/IWRLkSEZHB0dgBEZE+tHbp4ZmUPIGM0BK9AHmJwc0a20M70MvQuH0eLVgw\nQl2/4IfUuerJtmdGuxQRkUFR4BER6UN7KPB8Y+aXODH3hG7n4iyxALi97qNe10jl8XXQ2tHW7Zjd\nGj+gYVAdvg7iYzUhfiTKT8wlPzE32mWIiAyaAo+ISB865/Ak2Ow9znXuR+L0ubod316/k3GJeSTF\nJA5/gYPkD/hp8bSREpsUsWc2uZu5dtnNuA4JgHMyZ3LF3G8e9n63Xz08IiIyPDSHR0SkD22hOTx2\na8/AE9tLD09ZywH+tOEvvFby1tEpcJCWl73Pzz78FTsadkfsmXub9+HyuilIzOf4rNkcnzWbBKsd\nR8Mu/AF/v/f6A368fm94roiIiEgkKfCIiPSh3x6eUOBx+Q4Gnq112wGoddYdheoGr6Q5uGnqP3e+\ndNgwMlAVrVUAnDf5TL475+t8d87XmZ4+FY/PQ4Orqd97O/fgiVUPj4iIDAMFHhGRPvQ/pC0UeLr0\n8Gxv2AVAo7v/b/Cjrbq9BoD9rRV8cODjiDyzsj0YePIScsLHchOyu53ri8ffAYBNgUdERIaBAo+I\nSB/aO9oxYep1d/nwogWhHh6Pz8Oexr1AcD7LSBUIBKhx1pEel0asJYZX9rxOe8fQV5qraKsi1hJD\nWmhTVoDcUPipaDtM4Ons4dGy1CIiMgwUeERE+tDW0Y7d1vsqY7HW7kPadjXuxRvwAdDa0UbHCN2Q\ntMnTjMfnYUJSAWdN/AytHW28VvLmkJ7pD/ipaq9hXHJut9+rzt6eyrbqfu93hwKPFi0QEZHhoMAj\nItKHNm87Cb0sWABd5vB4g6u0ba/fCUBKTDIwcnt5atprAciyZ/LpwlPIjEvnnfIPqDpMKOlPZVs1\nXr+XguS8bsez4zMxm8yHDTweX3BIW4xFixaIiEjkKfCIiPTC5/fR1tFOYkxCr+etZitWszXcw7O9\nYSdWs5UTsucCIzfwVDuDgSc7PhOb2coFRWfjD/h5p/yDw967tc7Bczv+3W0IXIunlYc2PQ7A9Kyi\nbtdbzBZy7FkcaKvod3GE1o5WILhnj4iISKQNah8ewzDMwAPAcYAb+I7D4djV5fyXgasBL7AZ+H7o\nVJ/3iIiMJHWuevwBP1nxfe8uH2eJxeV10+xpYX9rBdPTppIZnwGM3IULqkILFmTZg5/ruMxZpMQk\ns7pqPRcVndtnL0tbRzuPFz9Dm7cdR8Muvj/3MjLi01lZsYZaVz2nFp7CZyafTG1ta7f7ChLzqWir\notZZR7Y9q9dnl7XsB2BcYl6v50VERIZisBuPXgjEORyOxYZhLALuAS4AMAwjHrgdmONwONoNw3gG\nODf0rl7vEREZaapDQ7+y7f0HHrfPjaM++LOb6elTSY3tHNJ2+MCzvX4nj2z5W3i+j9lk5ivG51iY\nO2+o5fcqEAiwuXYrNrOVcYm5QLAXZlHeAl4vXc6tH92Bxdz7/xY8Pg9t3nbGJxWwr6Wcu9bex5Vz\nL6O4bjsmTJwx4dOYTKYe9xUmjWN11XrKWg70E3gOhK8VERGJtMEOaVsK/BfA4XCsBBZ0OecGljgc\njvbQ11bAdZh7RERGlPDQrz6+SYfgwgUurzs8f2d6+lRSYlMAaOxlSJvP78PpPTgc7K2y93B6XYxL\nyKMgMR+Pz8MHB1ZF8mN0s7uphOr2Wo7PmkN8l+Fjp4xbxLjEvD7DDgQXFJiZbnDt/O9zydQLaPW0\nce+6P7O7qYTxyQUkxST2el9hUj5wsBenN2Ut+0mOSSIlFBZFREQiabA9PMlA1x9f+gzDsDocDq/D\n4fADVQCGYfwQSAT+B3yhr3v6e1Famh2r1TLIMo8NWVlJ0S5BUDuMBJFsg5bS4D9XRv54stJ6f25S\nnJ0DrZU4mnaSFJvI8ZOm0eBsgrXgpA1bUgCb2UpCjJ0OXwe/fu8+ShrKuP/cX9HudbKtfgdTMybx\nq9N+AsCN/7uDPQ0lJKRYscfE0+Zpx2q2Emsd2uplXp+XfU0H+E/p6wB8dsYnu/1eZZHEvYW3DPh5\nl+ScxaScfP7w0aN0+P2cNP648PMObYP4lGmwHirdFSSm9hwu1+Zpp8HdyLy82fo7FEH6vRwZ1A7R\npzaIvpHQBoMNPM1A1+rNXYNLaI7PncA04HMOhyNgGEa/9/SloaH9cJcc07KykqipaYl2Gcc8tUP0\nRboN9tVXAGBxxff5XEvARoAADc4m5mcfR11tG/6AGavZSlljJVe+dBOxlhh+e8rPebz4GYqrdwDw\n/s511DnrCQQCLMw6Ifx8I3kqu+tLWbFzPXMyZ/CLlXfh9rn5/NTzWZgzr9chY4fj8XVwz9r7KW8N\nDhublz2XLFPukH+vJsRM4uoTruDDA6s5ITX4Gfpqg4y4dDZXOfjGi9f0+bycmGz9HYoQ/Xs0Mqgd\nok9tEH1Hsw36C1aDDTwfAOcBz4Xm42w+5PxDBIe2XRjq8RnIPSIiI0ZVew0pMcnEhfbb6U3n0tQA\nRnpwhTKzyUxmfAb7W4Mrk7V7nTyy+W9srC0mKz6DGmcdxbXbwyuTzc6YGX7GrMzpvFryJhtrthAg\nQL2rAYAntv6D1VXr+dK0i8mITzuiz/HS7tcobz2AkVbE8VmzWTpuUa/7Cg3G+KQCxhsFh73u/Mln\nsrpqQ5/nbWYri/IWRqQmERGRQw028PwLON0wjA8BE3CZYRhfITh8bQ3wbeB9YLlhGAB/6O2eIdYu\nIjIkXr+XnY17MNKKuoWADl8Hje4milIn9Xt/bJfAU5Q6OfzrnPhMKtuqwl9vrC0mx57Fj0/4Prev\nuoctddvwBXxkxmeQEnvwJ1ITkgrJis9gQ83m8ByiK+dexttlK9ha5+D2j+/h0wVLsduC829sZhtF\nqZPIT8jttfdnW/0O3i5fQY49myvmfjNqG3suyJ3HgmFaiEFERORwBhV4Qr02VxxyeHuXX/f148ND\n7xERiZplu17l7fIVXFR0DqeN/2T4eI2zjgCBfldoA7r1/mR3Wb4665D7kmyJfP+4b5EYk8DszBl8\nVLEagLmZs7pdZzKZWJJ3Iv/e8xqlzWVMSZnI7MwZzMqYzqrKtbyw82VeL13eo47U2BRmZRicMeFU\nMuPTAWjtaONvW5/DbDLzzVlfilrYERERibbB9vCIiIxqFW1VvLv/QwBe2/smJ+aeQHJMsLdlICu0\nAbSHVlyLt8Z162HpGn6unncFuQnZ4VXMzpxwajjwTE6Z0OOZJ+XN5419b5MWm8o3Zn4ZCAahRXkL\nmJ0xg73NpeFrWzva2V6/g211O/jgwMdsrClmduYMluYv4q1979LkaeaCyZ9lfNLhh52JiIiMVQo8\nInJMWle1EX/Az4z0aWyr38G7ZR9w3pSzAKgJ7cHT36ajAE6vC4DJKRO7He/s4bGYLExOmYDFbOly\nLoPzJp/J6yXLmZlh9HhmSmwyv1h8A3GW2G73ASTGJDAnc2a3Y4vzFuAP+FmxfxXP7/w3KyvWsLGm\nGKfXyZSUiZw24ZOIiIgcyxR4ROSY1Nk7c/ak09jbtI+VlWs5Z/IZmE1mqttrAMg5zJC2i6acg9lk\n5gvTuu+h3DkULsee1SO0AJw18TOcPv5TvZ4DSLDZj+izmE1mPlGwmAU5x/PK3td5t/xDzCYzXzIu\njtgCBSIiIqOV/k8oIsekzt6Z5JhkFuQeT6O7if+VvoPP76PaWYsJExnxGf0+I8uewXdmfzU8FK5T\nSkwyJ+XO55Rxi/u8t6+wMxR2WzznTT6LCUmFfHbiZ8hPzI34O0REREYb9fCIyDHJFQo8cdZYPl1w\nMmsqN/DSnv+yumo9je4m0uPSsJkH90+kyWTi6zO/GMlyByzeGsdPFv4wKu8WEREZidTDIyLHJKfP\nDUC8JY7chBxuWXQ9S/JOpLKtGqfXddgV2kRERGR0UA+PiByTXF4nMWZbeGhZSmwSl874PJ8oWMLb\nZe8zP+e4KFcoIiIikaDAIyLHJJfXTZw1rsfxwqT8qA1HExERkcjTkDYROSY5vS7iewk8IiIiMrYo\n8IjIMcnpcxFnUeAREREZ6xR4ROSY0+H34vV71cMjIiJyDFDgEZFjTtclqWVkqm5op9XZEe0yRERk\nDNCiBSIypjV7Wvhr8TPsbNhNYdI4rpv/A1ze4JLUvS1aINFV3+zihXf38FFxJfmZCdx62UKsFv1s\nTkREBk+BR0TGtIc3PcHe5n0k2hLY11LOhpotZNkzADSkbYR55cMSXvmwBI/XT3yshQO1bby5ppyz\nThof7dJERGQU04/NRGTM8vq9lDSXMSGpkGvnfx8TJt4qe+/gkDYtWjBi7Ktq4cX39hAfa+VbZ8/g\nju8tJj7WwvJ15dEuTURERjkFHhEZs+pdjQQIkJuQTbY9izmZMyltLmNr3Q5APTwjSWV9OwDnLJ7A\n0rl5JNljmJibTG2TC5fHG+XqRERkNFPgEZFRq72jneX73sPr7/0b4jpnPQCZ8ekAnFq4FIB3yz8A\ntGjBSFLT6AQgKzU+fCw/MwGAA7XtUalJRETGBgUeERm1ntvxEi/seoX/7P1fr+drXXUAZMYH5+wU\npU6mMGkcHn9w9a94a3yv98nR11vgGZcVDDz7a1ujUpOIiIwNCjwiMmpVt9cAsLNhd6/naw/p4TGZ\nTJxaeEr4fJxFPTwjRU1jcF5VZsrBYYbjQj08+2vaolKTiIiMDQo8IjJqxVhsADS4m3o93xl4MuIy\nwsdOyJ5LamwKoDk8I0lNo5PUxBhibJbwsXHhIW0KPDJw+6paqA31GIqIgAKPiIxida4GABrdTTQ6\nD4ae4rrt/HLVPWyo2QxAckxi+JzVbOX8yWeRl5BDbkL20S1YeuX1+alrdnUbzgZgj7ORlhRLWU0r\ngUAgStXJaOL3B/jt39fx0MvF0S5FREYQ7cMjIqOS1++lwdUY/npdRTHjYybwz50vsa56U/h4gs2O\nyWTqdu9JefM5KW/+UatV+lff7CIQoEfgAZicl8zaHTXUNvUMRCKHqm9x4XT7KKloocPrx+P14fb4\nSE9Wb67IsUyBR0RGpc4lp4tSJ1HSXMbTm/6F1+fF6XUxKXk8X5h2IZtqt5KfmBvtUuUwapt6zt/p\nNLUwlbU7athR1qjAM8rUN7vw+wNkpsbT7uqgvsVNQVbi4W8cgs65YD5/gP21rby0ooQdZY389srF\nJMTZhvXdIjJyKfCIyKhU6wyuwGakFTEtdQqvlrxJvDWOLxkXcXL+SZhNZsYnF0S5yrFh3Y4a3B4f\ni2cPT3hsavMAkJrYcxGJaYXB+VY7yxs5eU7esLxfIi8QCHDnM+upbnDy3XNnsnF3LWsdNfzquyeR\nnWYftvfWdJm7U1LZQk2jk3a3l3fW7+ecxROH7b0iMrIp8IjIqLS/tQIILjk9P/s4inILybWMIyU2\nOcqVjS0vf7CXf72/F4AF07OxWSM/9bOpNRh4UhJiepwrzE4kLsbCjrLeF6aQkamsupXqhmD4eOzV\nbVgsJnz+ACuLqzh/6aSIvWfN9mqeeWsnZyws5MwTx3cLPKWVLbS7g3t0vbW2nDNPHI/VoqnLIsci\n/c0XkVGl1lnHo1ueYtnuVzGbzExIKsBitrB0wokKOxFWUdfGshV7w19X1Q/PBqDNoR6e5MSegcdi\nNjMhJ4nK+na8Pv+wvF8ib8OuWgCKxqXg8wfwdATb7sPiyogsQBEIBHjpg708sGwLDS1unl2+ixWb\nKnoEHmco8DS2eli1tWrI7xWR0UmBR0RGjY8r13HbyrtZV72JCcmF/Gje98jRSmvDZtn7ewkEYPr4\nVADKh2kD0KY2N9B7Dw9AenJwqFtji/uInvvaylKWrysfWnEyKBt31WIxm7j8vJnhXsHs1HiqG5zs\nqWge8vM/3FLJsvf3kpEcy5UXziYhzsrjr21na0kDVouJzJQ46lvcuDw+slPjMZtMvP5xmVb7EzlG\nKfCIyIjV6G7i/g2P8tyOZQC8U/4BAQJ8a9ZXuH7+VRSlRm5ojAS1uzrw+wPsq2ph9fZqJuYmce6S\nicDwbQDaOYenr8CTlhRczKC+j8Dj9fnp8Pp7HHv+nd089caOCFYqA9Hu6qCkooUp41LITI3nzBPH\nM7UghS9+pgiAlVuG3tOyfN1+TCa4/isnsHB6Nj/6/HFYLSZanR1kpsSTZLeFew7zMxNYMD2L8ppW\ntpY2DPndIjL6aA6PiIxILq+L3619ILjXTj2cM+kMqttryI7PZH7O8dEub0xqdXbw//7wPguMLLy+\n4E/CL/7E5PDKWsMZeOJjrdisll7PpyUFe3gaegk8eyua+c1T6/D5/Hz6hHF86TNTsVrMVDVo48lo\n2VHeRICDPYMXf2IyAD6/nyS7jVXbqvjiZ4oGPJ9m94EmVhVX0dk30+H1s7eimblTMsgOrdxXVJDC\nFRfM5r4XN1OQlYDL4wvfHx9r4bQFhXy8rZrXP97HrInpEfusXbU6O4i1WYZlnpuIdNfU5gkPWTUB\nGb2s8tmVAo+IjEiv7n0zvLEowKqKNTi9LqalToliVWNb5xydNY4aAKYVpDBrUjomk4kku439wzWk\nrdXTZ+8OQHo/ged/q8vw+vykJcWyfN1+KuraufLC2eyvOVhrh9fXZ5iSyNuxL7g/1rTC1G7HLWYz\nJ83I4c215RTvree4oswBPe/Zt3axa3/PRStOW9B9Fcbjp2Zy27dPJDkhhqf/d7BnLz7WyqS8ZKYV\nprJlTz1vrinjtAWFR/qx+tXmCv6wYNakdK79on4gIzKcymta+fljH9N1hOqJM7K5+TuL+7xnUIHH\nMAwz8ABwHOAGvuNwOHYdco0d+B/wbYfDsT10bB3QOXh3r8PhuGww7xeRse1AayVvl68gMy6db82+\nlDvX/Ik3970HQLY9K8rVjV3N7Z5uX1/0icnhTVsLsxPZWtLAvqoWxuckReydXp+fVmcH4zIT+rwm\nLTSHp77F1e14S7uHNY5q8jLs/OzrC3jkla2s31nL7U+uYUKXGludXtKSFHiOFkdZIxaziSnjUnqc\nWzw7lzfXlvNRceWAAo/P72dfVQv5mQl87/xZ4eOxMZZw705X+aE/RwlxB7+9iY8N/vorp03ld89t\n5O9v7mRaYWpE/xzXhfaSKt5bH7Fnikh3Xp+f4r31lNe0EgjAnMkZpCXFUry3njXba/q9d7D9rhcC\ncQ6HYzFwA3BP15OGYSwA3gOmdDkWB5gcDsenQv8p7IhID4FAgH84/oU/4OeSaRcwPqng/7N33uFt\n3Gee/ww6AZAg2JtIipREUoWqlmTLRW6JZTsbpzltd9Oz2WzNJbd3u3e53cvd5rKXzeZy2WxJuThx\n4kClz+AAACAASURBVNhJHCdxj6tkdas3ir2IvaN3zP0xmCFAgiAIVknzeR49DwVMwwAz83t/7/f9\nvuSb8nAEpbkSNeBZOuRaGoDG2nzqKu3K/x/YXQnAT15pWdTCb5c3BIAtiUObjFzDMz3Dc7JpmHBE\n5K6tZWQZdfzJe7fw0K1VDE/4ePvqsLKc2xdatONVSY0vEKZ70EV1aTZG/cwgs7okm+I8M2dbRxU5\nSioGRr0Ew1Fqy3JYU2RV/iULduKJbzJqjgU8lcXZPLi3CkCxzF4s5N8xoBojqKgsEYfO9/OtX17g\n6YMdAHz8QD0fP1DPQ7dVEZ3juss04LkdeAmgubn5OLBr2vtG4D3A1bjXtgLmurq639XV1b1eV1e3\nN8N9q6io3MCcHDxDu6OTrQWb2FzQgCAI7CndqbxffJMHPFFRxOufe6CYCc5YP5xPP9zA5x/ZnPDe\n5pp8Gmvzaet1MLhI9tTdgy6++J0jAOSkkLRlm/VoNcKMgOdcqzSjt6tecurTCALvu6uWe3aUJyzn\njstcef0hLnaMLcrxq0AgFOGHLzTRNyrVd7X3OYiKInVr7EmXFwSB2zYVEwpHefXUtTm33zkoTXRU\nl87Pct6SNRXwyBkekH5LsPhBsOw0KP0dTLGkiopKpgyMTT17inKzlPrOPQ3FWOOu+WRkWsOTA8QL\naiN1dXW65ubmMEBzc/MRgLq6uvh1vMA/At8H1gMv1tXV1cnrzIbdbkanaq9TUli4eGl5lcxRv4eF\n4wv5+fWR5zFqDXx274cptEjn9F2Wu3mh8xUANlauJcdoTbr+zfAdPPHyVX72u2a+8Rd3sqFy5qBy\naNxLbrYx6ez6XASi0gzZtvoSypMMMPdsKeVC+xjjnhCN9cnP9Xy+g1fP9Cl/lxRaU66bn5uFwxNU\nlvH6QzRfm6S2wkZdbWIQ/Jn3buVs66gSIGkMOmW9//vUWV452cO//NU9rEkiaTrfOkJFkZV8W+oM\nwmpnua6Fk1cGeevCAFqdli9+dCfX3paCmN1bSmc9hg++s4E3z/Xz/LFuHrpzHcV55qTLjTl8vHRS\n2t72huJ5fabSoql7RHHcb6uiVMrsRAVhUc9RhEHlb39k6vzfDPek1Y76Haw8i/UdaOKMTmzZxoTt\nfuev7km5bqYBjxOIP3rNXIEL0AK0NTc3i0BLXV3dGFAKpJzimZhYmkZ3NwqFhdmMjLhW+jBuetTv\nYXE4P3IZZ8DN/ZX7wWtgxCufUx13VdzGsHeUgFNkhJnn+mb5Dl44KjUC/d+Pn+LvP7MHTazGBqB/\n1MN//f4Jbttcwqcf3jjvbQ/FZukjwVDSc1lolWbTLrSMsKkyd+b78/wOWrqleofNa/PYXGVPua7N\nrKetz0H/gAO9TsOpq5KcbXN1XtL1vvZHezl1dYTvPXeF/iEXIyMuolGRYxcHpH13jmGapnHoHnTx\n3x97m131RTMyXNcTy3ktXOuX5j7fvjLI4JCDs83DCAIUWg0pj+G9d9bwg+eb+PnvrvKhe9cnXeYr\nj73NwKgHvU6DRaeZ12eKhKZc2kKBsLJuNCgNVQZH3LNur2fIhcmom1M2F0/f0NS2rnaMUmIz3jT3\npNWM+h2sPIv5HfTHzGgsJh2P7KtOst3ZndoylbQdAR4EiEnTLqaxzieJ1frU1dWVIWWJBjLcv4qK\nyg1I26Sky92YXzfjvUc3PMKfbvv0ch/SqkMehA2Ne2nrTXSuOt0iSbyOXhqcsV46ODwBtBohQQ4U\nz5piK4IA3YMLbxwJ0DviwWzU8YVHt845uKwpy0EUUeRoPcPSg29DxczCeAC9TjtDvtTW51D+diaR\nHb1xVso4dfTPdARTSY7DLWXRPP4wV7om6Ox3UlWcnSAjS8aejcXkmPUcuThAMC44iWfMKRkB/OX7\nG+dt9WxNUsMDc0vaRFHk6z87yw+fb5rX/uJ/T4sl+VRRUUlk3OnHYtLx7b+8k4Z52stnGvA8A/jr\n6uqOAt8EvlBXV/eRurq6z6ZY5wdAbl1d3WHgKeCTaWSFVFRUbiLaJjvQCVqqcypX+lBWFFEU+X/P\nN/F3PzzJ88e6Et6LL45u7pFsuydcAZ56vZUXj3fPue3BcS9HLw0kLax2uIPkWAwJWaN4jHotZQUW\nuofcRKMLK8wOhSMMTXgpL7QoTnCpuHVTCTAVzI05JGlSQYpAySoPbmPn7GzrlItPfM0FgNcf5sQV\nqSHmuDOg1mGkyWTcefrVoQ4iUXGGHXUydFoNtzeW4fGHOds6OuN9URTx+MLUlufMe2ADYMmKd2mb\nknfKAY/Lm/z79QcjePxhRh3+pO/PRvzvZUgNeFRUFhW599aEK6CY2MyXjCRtzc3NUeBz016+mmS5\n/XF/B4GPZLI/FRWVGx9f2M81Vz81tioM2tTFh8vN2dYR3L4QdzSWLel+olERjUbg2rCbwzHpVd+I\nh9s2lyrFmS5vkGyzHpc3RMu1STr6nXz7VxdwuBMHcF5/CLMp8Tw290zwD0+cBaCi0JpgyyuKIk5P\nkNIU9tAA1cXZ9I14GJrwUpqfetlU9I96EUWUpqZzsabISkWhhfNto7h9IcYcfgRhqilpMuRZfrcv\nhCiKCQPr6QHNscuDBEIRcsx6nN4Q3YNOGmvT6xNzMyMbXWg1At2DkrykLoncMRmbqu28cLybgbGZ\nDW39wQhRUUxwW5sPs5kW6HVajAZtwsRBPHIg5PQGEUUxrWAcYNIdwGLSEY6KSftFqaioZIYoivz7\nby9zJqZgyMuZ/Z6fCrUdsIqKyqqgx9mLiEiNrXqlD2UGP32lhR++cJXW3skl20fPkIs/+eYhXjze\nzbnYwHxjtZ1IVOT1M72A1JPE4w9Tlm+hrMBC8zUHX/vpGZyeIHfvKKcoN0uxdx5IMsv88smpksnO\ngURZmj8YIRiOpmwAClN9TuLdcjKhN6bFrihML2gSBIFbN5cQiYq8fXWYUacfe7YRnXb2x5g86PX4\nQwyMeRme8FFbLpkxxEuQRFHkzbN9aDUC771L6qbQNajq/tPB4QmiEQSlp47AzIajs5EbC1Yn3TMD\nBI9fCkji++nMh2R9eGSys/S4ZpG0OWOBUCgcxR9MLrVLup4niM1qJNdqTPp5VFRUMuP1M31KsANT\njajnixrwqKiorAqGfdIgv8RStMJHkojHH2LcKQ1gHn+5mUg0uuj7iEZFfvRSM4FQhGfe6uTXhzvR\nagQ+865NWLP0vHm2j0AogtsnqYCzzXo2rMklHImi12n4yw9s5Q/eUcfXPncrv3dbNQB//+PTPPla\na8J+4gdi0wf047FZ6bkCnpKYo9ZC6xQ6+qWAaz7NH/duLEEADl/oZ8IVID8ntbTBZNCi0wq4vCFF\nznZnYxkCJGTEWnsd9I162LGhkK21+QBKtkIlNQ5PgByLnu3rpYCnvNCadlYm1yoHPDPlZbL1eqYZ\nHq1GQ5ZRi4DUpDSebLOeCVeAN2LXVTzxUrfZZG/NPRN855mLPPlaK8cvD9I34sbjD2OzGLBbDTi9\nIcKRxb9PqKjcbPQMuXjq9dYEy+ncDAOeTF3aVFRUVObNW33HaB5v42ObPoxek3j7GfVJxegFWfkr\ncWiz0jciyW30Og29Ix5ePdXLO3cvbo3RwfP9dA44Kc03K5mT+io7NouBu7eX8+zRLo5eGmR9rEA/\n22zgHbvXEIlEeWBPZYK0rCTO4ve1070c2FulBDEOT5BcqwG3L0zXQOKAXq7/qS1PbgKgbD8/FvAs\nMMPTfG0So15LVUn6AY8928jGajuXu6TapQJb6oBHECQDBo8vxLm2UTSCwPYNhfzyYHuCpO3NmFnB\n3dvLsVmNWLP09C/w890MiKKIwxOkNM/C1nUF5OeYuHVTcdrrmwxajHotk0kkYJ5YBsacYYYH5GBJ\nmFGTlm2WrofHX27G7Q3yrn1rlffipW5OT4iiac7vTV3jfOOp80mbHMZPFjg9QUozPnIVlZubl070\n0DXopGfITTgi8qmHGvjWLy9Ib2ZYPqoGPCoqKgsiKkbpdfdTYS1DI6ROGj/Z/AwAFT3lPFCd6Jkv\nBzyFqyzgkaVX77uzhueOdfPrw53cUl9E3hzZhXRxeII8/WY7WUYt//HD22ntdTDpDrA9JhG6Z0c5\nL57o5ndvX6PELhXoZ5v1FNvNfOLBhhnbi6/BiURFDl/o56Fbq4nGanSqS7KxZ0szZ6FwBL1OS8+Q\ni6OXBqkqzub2LamHaYW5WWgEYUEZHqcnSP+oh01r81JK0pJx6+YSJeDJnyPgASko6ux3MTLpY8Oa\nXKxZemwWA2OxrJ3TG+RU8zCl+Wal9qQkz0xHv5NwJDrv47uZ8AcjBENRbFYD1iw9X//8bfNaXxAE\ncq2GWSRtsQzPHM0EU3FgbxWBJLK0+Nlif4oMjzNJhudMyyhRUeRz795ErtVI16CLrkEn/aMedtUX\nKc6JE6qsTUUlY37+Rpvy9ztuWcPWdQX854/u4McvN3PblpKMtqkGPCoqKgvi1+0v8FrPIT7X+HG2\nFMze+8UfnnI9erHrVYrMBewoalReG/GNYdDoyTGsriZxvbEMT12lHZNRx2MvXuXJ11r540c2p13Q\nnIqfv96GNxDmo/dvINdq5Jb6REmfzWpkT0MxRy4NciTmUCbPUCcj12rkc+/eRF6OiX988iwHz/Vz\nYG8VHl+ISFSM1RkY6BxwcvBcP/ftWqNYPR/YW4lGk/oz6bQaCnNNCwp4Wq5JtVD1aRa3x7NjQyFG\nfQuBUISCNJqD7ttcSnufJJ/bFpNd2SwGekc8fOeZi9izjYQjIvu3lSvfZ0membY+ByOTvgUZM9zI\nOL1BLndIfZTmkkGmItdqZGjCNyO4lGt4rBlK2kDK2CUj/heunxbQJmR4kgQ8w5OSO+DmtfmYTboZ\n9UqjsfcnXarLn4rKfHH7QgnZ99sbS3lfrK5yw5pc/uen92S8bTXgUVFRyZhLo0281nMIgBHvTGtZ\nkMwI9Fo97qCUKSm3ljLqG+MHl35Cf/W9PLj2fgQERn1jFGTlL0oQsZj0jrjRCAJlBWbWFFs5fGGA\nU80jPPbiVT5+oD7j423rdfCjl6/SN+KhqiR71sEZwP23rOHIpUGOKQFP6kHg7gZJVrR3YzGHzg9w\nqWNccbaxWQy8Y3clp64O87NXW8mxGGiOBSB1aRabl+SZOd8+htsXSpgtT5erMTvtujX2OZacicmg\nY8eGQo5dHqQwjQzPno3FPPVGG4FgRKkzscYCxtPNUl2PQadhX9ysYbxsTw14pphwBXj19DUud47T\nM+RWXs9ZSMAT0+M7PcGErKmc4VmIpG02wnGW6r7A9AxPvKQtecBjzdLPelypjBhUVFRS81++d1y5\nBt9zZw3vitWkLgZqrl5FRUUhGAnxk6Zf8G8XfsiZ4Qspl50MOPhx01PK/12hmdaykwEH/3TmX/n+\npZ/Q7ZKcxt5ZdQ9f2vmn5JvyeLHrNb538XEmAw4CkeCqq98JhiL0DLkozTej12nRCAJ//MhmKous\nvHVhgNbezBtUnm0bUeqDPv5AfcrMSmVxNg1VdkW6nJ1mkLE/FkS9ebZPmTWzWQwU5WbxhUe3YTRo\n+d6zV2jumaQkz4zNml4x6ELreJqvTWLQa6guzSyb94G7a/nQPeuoq5o7YMoy6vjIfet56NYqiuzS\ncU/vIbR7Y3GChfdiGTPcaLxwrJsXj/fQP+qhocpOeUw+WWSfO9M2G7kxV8HpEjDFpW0BkrbZeP9d\ntWysln47vmBiO0CXL860wJPo5BaNioxO+ihM0ftpyohBDXhUVOaD0xNMmHBYO4/6znRQMzwqKioK\nF0cvc2zg7djfTTxnLkSIE4BU5lTwBw2PIooiP7z8BJ6Ql/0V+3iz9wju4MyA58Wu1whFQwx5hmmd\n6ACgKqeCgqx8/uqWP+MHF3/ChdHLZBukgVNB1vwbDC4lV7omCIaiNNZOBWL2bCMP7K3ku7+9QteA\nM20L3unIg6n/9Ud7Kbab51ha0jE3dUuZkVSStniqS3KoLsnmfPsoNWWSHXNObIBZVZLNn7+vkX/6\n+XlC4WjavVNgKiAYGPewriK1ycF0XN4gfSMeNlbbM66PybUaecc8jCOm9096cG8VWq3APTsqePlE\nDw/fWpXwfmm+/PnUgCceORj46mf2UpCbRTQq0jngnJfxxHSUAGGaBMzjk13aFn+Ykm8z8dl3beIv\nv30Yf2BawJNC0jbu8hOJihSnCPDkAE4NeFRU5odcLytTXZqzqNtXMzwqKioKF0avAPCxjR+iOqcS\nT8iLO+TBHfIwEZjk5OAZ/un0v/LFQ1+mbbKTbYVbOLD2PgA80zI8w94RjvafBEBE5Mp4M1a9hXyT\nFNRY9RY+VP9eAI4PnAagzLq6fI1kK+Pt6wsTXl8buxF3LsC6WB5M5aQZvGypzVcCjflIiPZvL0cU\n4bmjXQDkWqayOPVVdv743ZuwWQzsrk/fDnwhGRC5fqeucv5ytsWiqiSbz75rE+vKbfzJe7comR8Z\n2ZhhSA14EpD70sgBt0YjUFtuW5Cxw2wZEa/Sh2dpmhBnGSWrat+0gMftDSpBy3Rb6pEJqT4nVYbH\nlsJqW0VFZXbkelmAmrKcjOTSqVAzPCoqKgBEohEuj10lz2TnluLt7C7ZkfD+ZMDB/zj+j3Q6u8k3\n2anOqeRDde/FpDOiETSKpC0YCaLX6Hmu43dExSj19vVcnWglKkZZl7s2oeal2FxIsbmIIe8wRq2B\n7YWbl/UzpyIaFTnfNkqOWa9kR2SKcrMwG3V0TWve6fIG+eELV9m/vYzG2oKU23d4guh1GkzTeoTM\nhkYQ+KPf20T3kGteAc+ehmKeer1NGdjJjUlltm8oZPuGwmSrzkpJrK4lE0nb1Z751QutBDqt1MPF\nO20wfLPjC4QRBDDoF2+uVA4uHJ7pkralq+EB0OukHk2+4MwantICC6FwNKF4GqYMC1JJ+Ix6LTlm\nPQNjMzPeKioqs9M7LGV4/vsndyty2cVEzfCoqKgAcGmsCV/Yz5aCjUkL8XONNj61+fd5eO07+fKe\nL/HJzR/FrM9CI2iw6My4Q26GvCP81Vv/nR9c+gmnh89TmV3Og2vvV7axLrdmxnYbY85ue0p2Egpq\n+OJ3jvDjl5tXvHFfR78TpzfEtvUFM+prBEGgujSboQmfMhMdFUV+8HwT59pGOdk0POf2nZ4gOWbD\nvEwPqkqyuXNr2dwLxmE0aHnnLWuU/y/EUUsmx6wny6hTMjz+YJgfv9zMmea5P3dzzyQGnUbJkq1W\nDHptUkvjmxlfIEKWQbeoxiJytiheSgZSHx6jQbuktuAmgy4hw+MLhAmGo+SYDWSbDbh9icc0lEaG\nB6ReVuPOAMMTaoZQRSVdekfc6LQCpfnmOd1CM0ENeFRuKCLRCL9ue4HhWRzDVJIjiiIvdr2GgMAd\n5XtnXW5jfh0H1t6LXpuYarYaLLiDHg71HiUUDXF25CIAv1d7gDLrlPvVBnvtjG3uX7OPPSU7eUfV\n3bT1OZhwBXjzbB//+4mzOFZQBy/L2batT579qCqW6hauxWalXj7Zw4V2yd5Z7hI/G6Io4vIGF+Ru\nNR8O7J2qd1mMfQqCQEmemeEJH5FolFNXR3jzbB9/+91j/OLNtlkDBbcvRO+Im9pyG3rd6n78mAxa\nAiE14InHHwwrUrDFQnYcjA94nnilhZ5hN9Ylyu7IZBm1ikwPYFgJaExYzXrcvlBCg9GeIUnCWlGY\nevZ5fYWUvWzqHF/sQ1ZRuSGZdAfoHfFQlm9ZskmO1f3EUVGZJy0T7bzS8ybPdby80odyXXFprIlr\nrj52FDVSakm/U7qMVW/BG/ZxtP8kRq00oN5gX0e9fT1ZOhPF5kKy9dak28412vjDjR/EbspVUtoV\nhVba+hx85Uen6F5AncxCONs6ikGvYeMsTmB22U7XG6Ktz8GvDnZgsxgQBHD7Q0nXkfEFwoQj4qJk\nW9JBr9PyzT/dx9994pZFe5iU5JmJREVGHX6ar00or794vIf/+v3jnGkZQRRFwpEoobA0qJyq31m9\ncjYZg14NeKbjC4QxGRc3CLFk6RGEqXqZgTEPr56WHB03rV1aE5Msgy5BtjgiS9Zys7Ca9IjiVI1P\nVBTpHHBRbM9KcPRLxvqYkceVzrElOnIVlRuLJ19rJRyJcue2+SkY5oMa8KjcUIwHpIHXxbEmgpHU\ng04VCVEUeb7zFQQEHqi+d97rdw446e6VMjHBaIi7K27nizs/z6c2fVSRvnx2y8f48+2fRSOkvuXI\nRYt/8f5GPrC/lklXgH/7zaWEWdbFpLlngr/616McuzyY8PrQuJfBcS+bqvMw6JPPaFtjM9PDE17+\nPXaMn/29TVhMejxxUphJd4Bxpz9hXbk2YK5+OouJzWqksnjxbD7jrambeyaxmHT8/KsP8dCtVUy6\ng/zzry7yzV+c5wvfPszXfnoWkORssLrrd2SMei3BUHTJfnvXG6Io4g9KkrbFRCMIWLP0SobnXKuU\nnf/UQw18/EDDou5rOllGHYFgRLEpH4pJ0IrsZuX6dseOa3jChy8QTkuKWVWSjUGn4Yqa4VFRmZNL\nHWOcbBqmpiyH/dtm70e3UNSAR+WGYsIvDaiCkSBN480rfDTXB/HZnXj5Wbo8e6QLr2cqKGjIr6PG\nVo3VMCX7KLEUpbXt3hE3WUYdeTlGDuyt4rbNJQxN+Gjqmphz3Uw40zLKqMPP9569olg+A5yPSdO2\nrZvdeCA7S8rOvHVhgDFngAf2VNJQZcdi0iVI2v7pqfP8x389ymMvNjHhkgJDuaHhcknaloLSmFPb\n5a5xRh1+NqzJJcuo43131fKVT+2mocrOpY5xPP4wnTFzB3lAuabIumLHnS7GWKAbVLM8AITCUSJR\nEdMiS9pAquORMzxnWkcQBNia4tpbLLJi2SpZ1iZneArtWUqvK1ds8kL+DadjlavTaqgpy6F70KnU\n+KmorBSiKCImmbhxeIJ85bG3OXV17trLpSIYivD475rRCAJ/+M66JandkVEDHpUbign/VCPIuRpn\nqkg3whcWkN0Zdfg43z6KGJ7KVFTlrEmxxuyEwhEGx71UFFqUzNDdOyoAeONsX0bbjGdk0kdzz0TC\njb9vdMr3P146d75NmmWO778zHdkyU9b9162RpG9mkx6PP4QoikRFkYExD6IIh84P8J///Ri/PdKJ\nMzZrfD0HPLI19bFLUnYsPmtTmm/hSx/axp+/rxFt7AEWjkRxeUPotIIy0FzNGGPueYHQyppnrBZk\nN7PFzvCA1EjX4w8z7vTT0eekbk3uolvSJkMO3vyx5qNKDY/NpOxfzvB09EkBz9o0m+Wuq8hFFKGt\nzzn3wioqS8jzx7r582+9lWCzPuEK8MaZXroGXTzzVkfSgGg5ePZoFyOTfu6/pWJRFQjJUAMelRuK\niYCU4ck12rg02kRIlbWl5NJYEz2uPrYXbUk7uzMw5uF4TAJ28Fw/ogiIU7Myek1mA6LOAReiKNXv\nyKwtzcZmMSjFwgvhO89c5B+eOMtXf3JaqSWJ9/2Xmyr6AmFark1SXZKt9NRIxvQBmVyPY8nSEY6I\nBMNRXJ4gkajI9vUFfOJAPdYsPb9+q5NzMUOE5arhWQqK7FkITNkH15QlNiAVBIFt6wvYvl6aqff4\nw7i8QbLn6Uy3Uhhj1stqHY+EXMuy2KYFMCXtPHxhAJGZfa+WCjnwlj/b8KQPe7YRg147FfD4QoTC\nEU40DWEx6ahOs8nqhlgdT2vv5BIcucpy4vGH6Oi/PgNXURQ5dL4fjz9Ma680Ifza6V6++J0j/PZI\nFwADY16udi+NiiIVk+4AL53oIS/HyLtvX7vk+1MDHpUbionAJFa9hV3F2/BHAjSNt6z0Ia1a4rM7\nB6rvS3u9H7/UzHefvULPkItD5/uxmHSU5kqz+3W2DRkdSzQq8tTrbQDsrJsa7AiCgNmkS3BSyoTh\nSR89Q27MRh3tfU6+9tMzfPXx0zg9QUpjtShyDcHlznEiUXFOSY11Wv2N3E9EbpTo8YWYiLnM5eeY\nuGNrGZ96SKpJOHZ5CEi/6ehqxKDXkm8zAVIdRmVxcpmaJTZw9PpDuLyhZa1bWgiKpE21pgamggLT\nUmR4zLI8tB9ACZKXGjlb5QtE8AXCTDgDFMUsp5UaHl+It68O4/aFuGNrGXpdegFfbbkNjQCt19SA\n53rG6Q3y9z8+zd//+NR12Yj42rCbUYdUQ9o54KRzwMmTr7Uq768rlwLzkysgaxsa9xKJity6qWRJ\n7ivTWf26AhWVNBFFkQn/JCXmInYUNfJqz0HODF+ksXDTSh/aqmQqu5N+7Y7LG6QlNmP5xCstuLwh\nHthTSZaxgt82+di2+24ee7GJOxrLqC23zbG1uGPpHKdzwMnuhiI2Vic6M5kMWkYm/bOsmR7nWqSM\nyqP3rKO8wMJTb7TRFpvt2liVx8CYV5GunG+fW84G0oDYoNMQDEcRhKlBmyVmpevxh5WaHdnRraHK\njj3byIQrgM1qWPIU/lJTkmdm1OGnotAyq7mDHACOuwIEQhHlPK125IDHr2Z4APArGZ6lCHik38iY\nM0BlkZWCOfrcLBZytsrpDfLMrzoQmXIQlGv0XL4gp5qHEYC7t6dfUJ1l1FFdaqNjwEUoHF31Nuwq\nEm+c7aOtd5KN1XlsX1/IPz11Tuk39vzxbjSCgEGv4T131FwX0twTV4aUv692T3DiyhDRqMhffqAR\nUYSashz+4v8eZty5/C0g5EnG5Zr4W/3flopKmnhCXkLRMHaTncrsCvJNdi6OXiEUDWcss7qRef3a\nYQAOpFm7E42KvHG2D1nq29LrQAD2by/H6QnyzKE1PPa8lKVp7XXw95+ZvZ/PdPpHJWnZLfUzbatN\nBh3hSJRwJJqxpfLZ1lEEpEJom8XAFz+4jT/+xkEAastzePOcgNMbJCqKXGwfw2YxUJWGdMVq1jPu\nDJBjNijFlrJlrdcfYtItyeRyYwGPIAh8+qEGjl0Z4j131CxZF/nloiTPzKXO8ZSF3HIAKM+ODaQN\nXQAAIABJREFU5lwvGR6lhkcNeGCqhsdkWBrTApntG5ZHzgZT2aqf/K6ZSXeQ7esLeNe+akCSpoKU\n8e0ZctNYmz9nw9HpbFybR0e/g+5BF+sq0p8AUlkZoqLIE6+0EImKnLgyzCtF1+gZcrN3YzHHrwxx\n+MKAsmxVcTb7tpSu4NGmxusP8fTBDt4424c1S49ep6E9Jst7+LZqGmunsqhGvXZFet7JjX2nqyWW\nCnXKQeWGQa7fsZtsUv1A0Rb8ET9XVVnbDAY9Q7RMtLE+t4Zya+qbtiiKdA+6+PIPTvDrtzqBqdnv\nLbX5FOVmUVuWk9CMb76ByXDMHanYPnNAIQ+wMpW1BYIR2vocVJVkKzUzRr2Wv/n9nezcUEhjbQHZ\nZj0ub5CuARdOb4jG2nw0adSZWGPBjc1qiHtNGii5fXEZnrhaoIbqPD75YIOS9bmeqYi5ra1Lkc2T\nJW2DY1LAc71leFRJm4RvGTI8ADuWMeAxxz7LpDtIQ5Wdz717E1qNJnZM0u+0Z0gyNrknZqAyHzau\nlbLEah3P9YHHFyISsyiPiiI9Q252NxTx6Yc3TtVoxu7vA2OrU94WFUXeutDPX3/3OG+c7aOswMJf\n//4OpTdU3Zpc3n17dcI6NqtBaZWwnMgOiNnLYFACaoZH5QZiPGZJbTdKkoTthY281nOIs8MX2VKw\ncSUPbdXxSo+U3biz4rZZl7nQPsrbTcNc6Z5QBu5ba/PZsCaXa8Nujl8Z4p4dksRDEATu3lHB4y9L\nVuDhyPycrYZjdsXJZlDlWVh/IJyRc1Nbv4NIVKR+WgPRdRU21lVsAaTBzcikL86dLb0aAnlmKjcu\noEnI8EyTtN1o3La5hCyjjh0bZj9fygBhXA54rpMMj17N8MTjX8oMT+y6LrCZEiZOlppsi7TfmrIc\n/ux9WxLqc8xGHYIAoig1It1cM/8mqBtj67T2OjiwOIesskACoQhnW0bYvbF4xqSWLLHav60Mm9WI\n0xvkw/euR6MR+MSD9bx6updH717Hf/vBSUXmtproGXLx+MvNtPc7Meq1vH9/Le+4ZQ06rYa7tpUT\nCEb4wwfqlaBexmYx0DbpIBoVl9QWejqyjHy5MjxqwKNywzCV4ZECnuqcNdiNuVwYvazK2uJom+zk\n+MApyiwlbC1IXt/k8AT51i8uICK5ke1uKGLvphKlL82Yw8+Wmny21EzVudzRWEogGOHFE92MOwOI\nopi2G9fwhA+b1aDIiOKZso7NbODZ3CO5z9RXzt7sMtus59qwm9MtI+i0Ahur7bMuG48cgMW7rclS\nGI8/rJgW5KZwe7ue0Wk13FJflHIZOQC8XjM8ag2PxFJmeIrzzGg1ArdtLllWB7+GKjuff2Qzm9bm\nzSia1mgELCY9bl+I/dvL08r4TifflkWBzURr7yRRUcxoGyqZc+h8PyPOAO/ZV60M5A9fGOCnr7Rg\nMupm9FmTbZutZsMM17DG2gIaawsQRZEso46BMQ+riVA4wtd/dhaPP8wt9UV88J515OWYlPcbquw0\nVCV/rtmsRkRR+vypnEkXG9kZdTks6EENeFRuICZjPXjkDI8gCGwv2sLr196iebyVzQVL27V7ubg6\n3sqAZ4j9FfsyGhy80v0GAB+ufx9aTfLZ2s5+JyLwwJ5K3r+/dsaDOt9m4lZbotGBTqvhgT2VNPdM\ncL59DG8grBSspyIciTLm9LN+FlmU7KSUacBztXsSjSCwviJVwCMNwvtHPWyqtqc9qJMLm+MlbYpL\nWyzDk2XUJQ3kbhbkDM+YUzKeuF4yPAZV0paAL9arZin68OTlmPjHz9+27MGwVqNhV4qA3Z5tJBiK\ncHtj5rUa6ytyOXZ5kIExL+UFy5e9UoGXT/YwMOZFi8gjd9QAKGqFCedMI5ypIvrZ71GCIFCab6Z7\n0LWgutLFpmfYjccf5s6tZXz8QP281pUn7CbdyxvwyBme5bru1YBH5YYhvoZHZntRI69fe4snm58h\nv+fNJdu3Xq8jFAov2fZlomKUDkc3ACatkVvLbpmxTCga5omrv8QRcHL3mtsT5HyRaIS2yU6KzYXU\n2Kpm3U9HrKt4Q5V93rOS8qzSuDOQVsAz6vAjilJ382RM1fAknt9zraP8/I02/tNHts96k5Z02C4q\nCi0pg5h4DXHjPDq8y9kcm2Vq/4pLmy/EuCtww8rZ0mX67N31YsVtUk0LEvAHYpK2JejDAyzrQCtd\nPvVQA6FwdEEz0OvX2Dh2eZDWa5NqwLOMRKMiI7Ha0GePdLF+TS6bqvOULI4c3MTjjL031wC8NM9M\nR7+TUYdfacC80nQNSL3q1mdgjiG3VMikjqetz0F5Qern62y4fCEMOo2STV9q1IBH5YZh3D+JgIDN\nMOUYVZ2zhrU5lXQ6e5SA6Hqn2FzIRMDBM23Ps7VwM2Z9YqBwZug8JwfPANDp7OHLe75InklKZV9z\n9+GPBNiVW5NyH10Dclfx2d23ZiMvRxq4jDv92KwGHn+pmZJ8M++7qzbp8nL9TpE9+YNDHnj6ps20\nv3iim8FxLy29jlllVWMOP8FwlLI5BhrxWYetc9hRxyNvN77uQB4cNfVM4guE2bou/e3diEx3orte\nMjxTNTzzq0e7UVnKDM9qZTFs4+XMcmvvJPvnYWutsjDGXX7CEZG1ZTn0DLr43m8v83ef3K04g8nB\nTTzO2IB/LifJkljvtrebhnjo1uplrXuZDbkxak3Z/J/ZObEMz3yd2pp7JviHJ87SUGXnP354+7z3\n6/aGlq1+B9SAR+UGYsI/ic2YkyDT0ggavrTrT5d834WF2YyMuJZ8PzIvdb3Osx0vcWzgbbYWbibf\nZFfkbQf7jiIg8ODa+3i+8xX++dwPeM+6B9mc30DLRDsA6+3Jgw+QXNk6B5wU5poymtnMy5YyPOfa\nRnn8d82MOwMU2ExJAx5RFHn1dC/ArB3M400LZMYcfqVrtBwwJUN20pEfULORHbvhl+abZw28knFL\nfRGVxdkJs3w5FgPF9izFhrm+Mr16oBsVo16LViMo7kfXSw2PQS9JVQKqpA0Ar1+6/q53K/XlpjTf\njMWkU+5XKsvD8ISU3dm9qYS9DcX87LVW/v03lwlHpQmMZBkexTXMkvoetbW2gN8e6eKZtzo52TTM\ne++qYdu6gmWtP5tO54CTLKOW4gwyTnKN6XwzPF2D0pinqXti3vsEyZa6OG95em6BakutcoMQFaM4\ngk6lfudG5/ayPQgI/KrtOf722Nf4v+e+R5ezh6vjrXQ7r7G5oJ4D1fdxZ/ltDHtH+LcLj/FPZ/6V\nQ73HAFifO3vA0z/mxeMPZ5TdgakMz8Fz/Uw4Axj0GmVWbTrnWke51DHOprV5bF6b3AUpK4lpwdtx\nXaHlB1sy5MLSsvzUGZ7cmCRta5rubDKCIMyQNAiCkNBLJJVZws2AIEwFO+vKbddFsz5Q+/BMx+UN\nodUIS+LSdiOjEQTqKu2MOvxc6hhb6cO5aZCfC2UFFu7bVUFjbT7N1yZp75MyIa4kGR6XJz1JW0WR\nla9+Zi+3N5bSP+bh209f5Bdvti/yJ0ifty70MzjupbokJyNjDJuS4ZlfwLOQyaBgKLLsjajVgEfl\nhsAZdBEVown1OzcyVoOFPaU7Acg12miZaOPrp/6Z7178kZTdqb4fQRD4YN0j/M3uL7C1YBMdji4m\nApM8vPad2IyzSzXOtowA0DgPaVc8srW0xaTjLx/dSm2ZDX8wktSq+silQQA+ePe6WWfHlAxPXA3P\niStDaDUCAnMFPOlleDbX5PHBe9bx0G2z1zXNB7mXSF6Ocd7NCm9k7tl5/Uh6TCtoS90z5FqRRoDx\niKLIK29f442zfYBUk2bN0q/oLPb1yu/tq0YjCPz45eZ5W/arZIb8XCjNtyIIAhurEyfUktfwhBAA\na9bckzL5NhOffLCB//GpPRTZs3j5ZA+dMSn4cjIy6eOxF65iMel45I61c6+QBLkxttTCIf3fp+xg\nqdfNP5RwL3MPHlAlbSo3CEoPHtPNM5v+6IZH2FW0jbq8dbRPdvHbjhfpcHRzb+WdVOZMNckrs5bw\n2caP0ePsJRgNsS439U3xTMsIGkFg6zyK9+PJyzHxHx7dSlmBhbwcE2/FulN7fKGEwuRAKMKljjFK\n881KA8tkTK/hGRz30j3korE2n74Rt9K0NJ5AMMIPX2ziZJOUCSqeQ6am02p45+7K+X3QFNSU5bCr\nvoh15TZ1gAjs3VTMxfYxdtWltrBeTRhWKOB5/lgXTx/sYNu6Av78/Y3Luu94nj3Sxa8Pd6LTarh9\nSwluX+imN+DIlMribG7dVMyRS5Jb25oU9zuVheP1hznTKk3clRZYCPmDFNpMCcskzfB4g1iy9DP6\n1KSirMDCxx6o5+s/O8tzR7v4s/ct7zXbNehCBB66tTqlE2kqcswGdtUVcqp5hF+/1Tlrve10FtKb\nSw44l8uSGjIMeOrq6jTAvwBbgQDw6ebm5rZpy5iBV4BPNTc3X01nHRWVVPzw8hO0TrSzu2Qnt5fv\npSBrasZmzDcOcNNI2gCMWgMN+RsAWG+v4T/s+DxD3hGKzMkDlfggKBmiKHKpc5yuQRcNVfa0HNZm\nY3Ncfx75huaeFvBc6hgnGI7O2VndZEy0pT5xZQiAPQ3FHA5HaeqeSBiURkWR7z57mbOtUhNRg06T\n0QzUQtAIAp9/ZPOy7nM185mHNxKJiqvGwjUdFNOCZazhGXX4ePpgByAVua8UL5/s4deHOwHJNr61\n14E3EFYH6gtAzjKPO/3qeVxCRFHkf/74FMMTPrKMOmxWA6P+IPnTAx5faEZvJJc3lJGpSkOVnQKb\nieaeyWVv3nlt2A3AmuKF/aY+fqCB7iEXzx/rZn1FbloKD1l1kYnLWn9Mbr6ckyiZPn0eAUzNzc23\nAv8Z+Eb8m3V1dbuAQ0BtuuuoqMzFlbFmHEEXr/S8ydfe/j+4gm7lvbeHzgJQm1u9Qke38giCQIml\nCI2Q3mUdjkQ52zLCrw518M2fn+cL/3yEb/78PDqtwAN7Fi/bIcsDptfxnGmRsi9zBTxZcbbUoihy\nsmkIvU7DtvUFFMWsrEfisjxPv9nO2dZR6itzuXNrGR+6d/2ifRaVzBAE4boKdkBqPKnXaZY1wyM7\nLQErlhl881wfT73eRq7VoFw7p2My1+Wcjb3RmLLrn9n/RWXxGJ7wMRgzjPnkg/XKdVRgS5QWiyJ8\n+h/e4FSsHjQSjeL2hTKuKamvtOMNhJUAZLnolQOewoUFPGaTjs8/sgWdVsP3nr2c1u9UsarPIMMj\nS+e3ZCidz4RMn0C3Ay8BNDc3Hwd2TXvfCLwHuDqPdVRUZsUfDuAN+1ifW8P9lfvxhf0c638bgGHv\nKFfGmlmbU0VlduoshsoULxzr5tu/ushzR7u42DGGXiuwc0Mhf/37O9lSs3g3IatJzvBM1eCEI1HO\nt42Rl2Oc1Z1NRunDE4hwbdjNwJiXrbX5ZBl1ilStd0S66R8638+LJ3oozjPzJ+/dwscP1KtWsCoZ\nY9RrVyzg8fhC89LTLwbDkz5+8nIL1iw9X/rQdvZtKUEATscGhRY14MmYfDngca1sbdaNTlOP5Bj2\nB+/YwM44Ce1s7oJPH2wnGhUZnZQG+AXTMkHpUl8lqUuu9mTmWJYp14bd5FgMirX0QqgqyebD963H\n4w/z/eeuzLm81y9NYhpSZHiCoQhjDt+M1y52jFNkz1rW3lSZ1vDkAPEei5G6ujpdc3NzGKC5ufkI\nQF1dXdrrzIbdbkanU11hUlFYuPBeAaudXmdsFiOvlI9sfReH+o9xZPAEH975MEdGjyIi8mD9/hU9\nF9fb93BtVEopf/mTe6irsi9Z47/SWC8LQafFbDXh8YcYGPfhDYS5d3clRUWp3eBkh6+ICBe7pIfJ\n/XurKSzMZt/2Cn7+RhtXexxUtY3w+MvNZJv1fOWPbqWsQJWNrATX23WQiiyTjkhUXLbP1DvqQSPA\njvpiTjUNYcgyKpmB+ZLJMT97vIeoKPKZR7awtaEEgOqyHDpjgVhxgeWG+n6XA/l8RbXSOMYTjKjn\ncAnpGpTGCrduq1DO8/TzbTJoFYn00ISPlgEXhpjseV2lPaPvZ992Hd9/romuIfeyfb9uX4gxp5/t\nGwoXbZ8fuL+OCx1jnG8dJSBCRdHs2/XGzqGgEWbd/7eePMvBs7184y/uZG2ZZCp1+uoQgVCE27eW\nz/n8X0wyDXicQPyn08wVuGS4DhMpemyoLH//l5WifUxyCjKLFryOCLcUb+dw33Fev3qS5iFJa16k\nLV2xc3E9fg8dfQ7s2UbWFlkI+oKM+ObfZTkdorEZ8sERF//t347Q0utgd4M087ZxjS2t82bQa3B6\nApy6MoROq6G60MzIiAurXqDAZuLQuT5OXpEc3z7/yGb0onjdfR83AtfjdZAKrSDg9YeW5TNFolHa\nrk1SVmDFFqsj6OwZJ5JB88tMvodQOMLvjneRY9ZTX56jrF9iz1ICHiGqXlfzIf57iEaiCED/sFs9\nh0vI+bYRbBYDRkH6rSa7FuJbHAgCPPnyVW6JPZNyTLqMvx+jQUvfMn6/cka40GZa1H3uqS/ifOso\nz7/VznvvnN3AYDKWrfT7w0n3HwpHOXy+j1A4yjefOMN/+YOdaDQCl2VDCXvWop+rVIFfppK2I8CD\nAHV1dXuBi0u0jooKIDUVhSkXtrvKbwPgUO9R+twDmLQm8k03d4PH+eD2hZhwBZaleDbetKAl1nzv\nZNMw1ix92q4yJoMOlzdI74ibqmIr+ljWVxAEpQbIH4zw8QP11N3kjT5VFg+DTkMgvDyysqFxH8Fw\nlOqSbEWe4pxnI8CFMDzhw+MPs219QYLJR2lcDyu1hidzdFoNNqtBreFZQkLhKA53kLICS9IaOPm6\n2re5BK1G4AuPbuWW+iJ6ht0cPNcPSI1iM8VuNTK5jHbynpikLBOjhVRs31CI0aDl2KUhoqKYdJlo\nVFT2H5rlHtnUPY4/GMGg19I54OS1M1KTcdmwoKwg83OdCZlmeJ4B7q+rqzsKCMAn6urqPgJYm5ub\nv5vuOhnuW+Umo889QLujC4C8WMBTZi1hfW4NVydaERCosVWp9r/z4NqQNKuyHAGPrPufPnjbvr4g\nbTcbs1GnFKKuLUtMgd+3s4KRSR/vuXs9FcvYtVnlxseg1xIKLU/AMxYbCBfmmqYaAS5jwOPxS4KL\n6bUA8QNANeBZGHk5JroHXTPcwVQWB6W3yywBwF9/dAevne7lA3ev45MPNSAIAjaLgZNNw4w6/Gg1\ngmKEkwn2bCOD415C4YgyKbeUyAGHeQGOqskw6rXs2lDIkUuDPP1mO8FwlA/ft175zQ6MefjN4U7k\nWCg0S2+pMzFjgi99dCffevIMvzrYwY71hQyMedFqhGXvUZdRwNPc3BwFPjft5atJlts/xzoqKinx\nhwP84+nvEIxID367cWr2/q6KfbROdiAiUm4tXalDvC6RnWQqFujskg7yIKl7KDF1vbMutTtbPJtr\n8pSAp6Y0MeApyM3iz97XeMPJqVRWHr1OQ1QUCUeiS+4yJwc8eTkmxRJ+OTM8nthgcbodfUKGZ5Fn\nkm828rKNdPQ7cXqC5C5RzeTNjBzwzGauUZxn5iP3b0h4rbI4m8bafC60j1GcZ55XD57pyN/phDtI\n0TIM5r2xSQqzcfFbau7dXMKRS4O8eKIHgHt3VlCSZ6Z70MU/PHEmQRY4W4and8SDViOwe1MJH7xn\nPf/vhSZ+8rtmBsY8FNmzlt258/ryCVW56WieaFWCHYBck035u7FgI7lG6f9qwDM/5JRyReHSO6SY\njToEoG9ETmNb2FVfNKPzdSru2THlvldTtnxFjio3N3Ihc3AZsjyy1Ck/x6RkWZYzw+OeJeCJn/FW\nMzwLQ+5ov5yypxuR2ZwTlQzPPH+nD91aBSz8eSj3lJlcJic+OeCxzOJAtxAaKu3kWqeyvcOxevqn\nD7bjD0bQxqkzZgt4HO4ANqsBrUZg35YS6itzOd8+hi8QoSx/+dzZZNSAR2VVc2m0KeH/es3Uha3V\naLmv8i40gob1uTXLfWjXNeNO6YY8vRnbUqDRCAmWoO+6rZrPP7J5XrM7JXlmbt1UTFVJ9rKnwVVu\nXmS71VB46a2p5Wsyz2YixxLL8CTpBr9YePwhnj7Yzt989zidA05F0jY9qIm/TtWAZ2GYDNJ9cDmb\n2d5ovHa6lz/+xkG6B2dm8+fK8MzG+opcvvDoVh69e92Cjk0OeCaWOeDJWoKAR6MR+IN31imS1qEJ\nH50DTi51jlNfmcs3/mQft20uIcuoTRrwiKLIpDuIzSKdE0EQ+NgD9cr9pHSZ63cg8xoeFZUlJypG\nuTjWRLbeSmPhRrL1M+VX+yv2cVvZbozahXvQ30xMuANkGXXKA3ipsWeb8PglGV1xhnU2n354o1qn\npbKsKBmeWWYwe4ZcfO/ZK3zyoQbWli4s8zju9CMgFT6DJI7v6Hfym8OSC2VlkZXtczTpTYdQOMrL\nJ3t46UQP3oA0YDrXOqrYv1uyZt4T7ttZQUvv5Ky9TFTSw6iXfk+BZaoLu9GIiiI/faUFgEudY1RN\n6+GWaYYHWJTec4qkLS7gGRjz0D/qSegJtFh4A8mzsovF9vWF2LONfOWxUwxP+LjaLbWFePi2anIs\nBj798Ea+/rOzNHVPEIlGE+SAbl+ISFRMyBIV55l55I61/PLNdmpKbTP2t9SoGR6VVcs1Vx+uoJtN\nBfV8pP79vKv2gRnLCIKgBjsZMOEMkJe9fBryd+2rVv7OVNusBjsqy40+luGZLeB57mgXfaMeXj11\nbd7bHhz38q1fnKepaxyQanhyrAb0Og16nZb8HCPDEz5+c7iT3xzu5F9+fYnwLMXB8+G3Rzr51aEO\nBAEO7KkEpIajcgF0ssHTR+7fwN99YrdaaL9AjPLvaRmb2d5InG0ZVf5OJmtzxzKiK5WJtE+TLIqi\nyL/8+hL/8swlXCmytcevDDLmmL97n2cJa3hkinKlTMzFjjHOto5SU5ZDQ9VULbXs6BgOJ7q5OdzS\n551eq3ZgTyV//5k9bF23eM3N00WdrlFZtVyMydm25Des8JHcWASCEbyB8Ay3s6VkV10htzeWMukO\nLLqjjIrKUjFVwzNzcDXm8HMmNgA70zpKIBRRBrSz8cLxbn739jW++pm9vHGmj/PtY1zoGON9d9Uy\n7gwkzFj/zR/sUow6njvaRVP3BC5vSBlUZYIoipy4MkSWUcs/fO5WTEYdr5zqZWjcq3SYV2VrS4f8\n+5itBkUlOaIo8vqZPp58rVV5bcwxUzbm9sVkmStkrjFd0na1e0KpXR1z+sk2z5ycHRjz8N3fXuGO\nxlI+8eD8xjqKacESZl7NJh3ZZj3DEz5Ayu7ETz7KAU8oEsXI1P1v0iOdg/gMD0gTl6UrUL8DaoZH\nZRVzafQKOkFLfd76lT6UG4qJ2OzTQgZO80UQBD75YAP/4dFty7ZPFZWFYohJkJJp1M+3jxIVRQps\nJgLBCBfax+bc3tnWEZyeIAPjHpq6J9DrNNgsBn75ZjuRqEhezlRNnT3bSEOVnYYqO+UF0gBhoa5t\nPUNuRh1+ttYWYDbp0QgChbkmhiZ8ihxIla0tHUaDGvDMl0AwwveevcJPX2nBbNLxhUe3IgATrpkZ\nEXesebZ1hSbVcix6BAHGY8f26ule5T25Rm868utDsYBiPnj9YYx67ZK7ncnGJWuKrGytTczM6LXJ\n75GTLum7sK0iN0I14FFZlUwGHFxz97PeXotJt/SF9TcT8uzTckraVFSuR+ReGsEkpgWyjfO9OyUH\nweOXB1NuKxoVuTYk1bFdG3LTO+JmfYWNv/3EburWSP3FZpN7Zsdc21y+hQU8p1uGAZRmvQDFdjO+\nQJihCR9ZxqUfPN3MGNQMz7z50UtXOX5liNqyHP7247ewpSafHKtBsXGPZ6UzPFqNhtJ8C70jHobG\nvZxrHVXczJIdL0zJ30Yd8w94PP7QskxQlORJsrbp2R0AnZzhmXaPdCgZntUzzlCnclRWJbI722ZV\nzrboyDNjuWrAo6KSklS21HIfinXlNsoLLVzsGMPrD80q2RwY9yq1QMdiwVF9pR2bxcCXPryNMy2j\n1FfmJl1XbqTo8oQW9HlON49g0GkSCrTl2dsJV0CRtaksDYqkTXVpSwt/MMzplhFK8sz8p4/uUILx\n/FkauLp9IXRaYU5p6VKytjSb/lEPP3mlBRHYv72c1073Krbz05EDnglnYN79vnyB8LI8x991WzW1\n5bakvfMUSdssGZ7pkraVRJ3KUVmVXBqLBTwFasCz2KgZHhWV9DDoZ8/w+GKDVpNRx56GYsIRkdPN\nI7NuqyfORre11wHAhlhmR6vRcEt9UVKNP0BO7PWF2FT3j3oYGPOyuSZfkVYBFMf12VkqtycViSnT\nAtWlLR0udowTCkfZVV+UEAjkZRuJREVc0ySebl8Qa5Z+RQ1uasok97HLnePYLAbeuXsNAGOzSNom\nY8X9IswaFCUjKop4/eElNSyQKbKb2b+tPKlpiSJpm2aoMqlmeFRU5iYYCXF1vI1SSzEFWek3p1xq\nfvhCEyeahpT/5+eY+PLHdi2btfNiIQc8q+lGpKKyGpEzPKGkGZ5YDwyDlt0bi/nVoQ5ONA1xx9ay\npNvqHprZN6SsIL3i3cUIeE63SMHY9FnakrgCYmsSS2qVxcOg2FKrGZ50OBl73u6a9puVa93+7rG3\naazJp7I4m6qSbNy+EPk5K5ulrImzp9+/vZy8HBNajTBnhgdgxOGnyD7Vn6bl2iRjDj+3bi6ZsZ4/\nEEZk5ScpZsvwONxBNIKwYvLCZKh3N5VVx6BniFA0xAZ77UofisK408/hCwNYsvQU2Ew4vUEGxry0\n9TnYvHb57RUzRRRF2vucCAKqfEVFZQ70Kfrw+AOxDI9Bh9mko7Ysh6buiVh38ZmTCd2DLgTkDjuQ\nYzGk7YiWbVm4pK3l2iQws9/IhjU2tBqBSFRUrd+XGNWWOn2ausY53TxCZZGVNUWJPfg6zDiKAAAg\nAElEQVTkgMfhDvLWhQFgQHlvpV0GK4osGHQaIlGR/dvK0AgC9mzjrDU8sn0zwOjkVB2PKIr84Pkr\njDr87KwrVLLNMkrT0WXI8KRiypY68R7p9oWwZulWlZW9GvCorDrcIcnGMceQPceSy8exy4OIwHvv\nqmH/tnLOto7w7acv0tHvvK4CnvY+J91DLnZuKFTtoVVU5iCVpE3O8Jhi8rDdG4tp73dy8uow9+9a\nk7BsVBTpGXZRkm/G4wvh9IYoy0+/0/hCMjzfe/YyI5N+Jt2BpEGWVqNh35ZSDp3vx7FAFziV1Ki2\n1Onz8zfbEQT42IH6GYH41nX5XO4c575dFdizjXQPuugectE34uGOxtIVOmIJrUbDR9+xAY0gKBMf\n+TkmWq5NJq3Ric/wjMb14ukZcjMyKf3f4QlSmJtFz5CLpw92UFFoUWp3LCvsqjibpC1VPeNKoQY8\nKqsOb0jqPWHWzRwQTLgCUvAhijy4t2pZZiRFUeTIxUF0Wg2766VuybJOt6PfueT7X0zeONsHwH27\nKlb4SFRUVj+pJG2+gNR3RxNzYdq8VpLfXht2z1h2ZNKHLxBha202/WMeKeBJU84GUlCl02pSNi9M\nRigc4e2rI0rD0vUVybubP3r3OvzBMPfsUO8LS8lUwKPW8MhERZEXj3crtSwAjbX5XBtyU1tuY23p\nzH5xxXYzX3h0q/L/ikIr+7asbKATzx2NibLWvBwTIpJTW3GcZE0URSbdAWwWAw5PkKFY3y2AU83D\nyt8OtxTwnGga4mLHGBc7pizwV9pGXpdE0iaKIh5/mMIMm4wvFWrAo7LqcIeli96iTwx4fnu4k98c\n6USMaUK2rSugvNA6ffVFQ4ztqGPAyeC4l90NRcqMhc1iID/HREe/U1nueqBv1I1Br1GKpVVUVGbH\noNhSJ6/hMcUV/8vSkmRype6YYUFlcTb+YISeIfe8mu8JgkCORY9znpK2jn6nEuwACYOteMwmHZ97\n9+Z5bVtl/ujVGp4Z9A67efpgR8Jrh873ExVFKouW7vm+nJTEsrkDY96Ea9DjDxOOiKwtzaFz0ElL\nr0MZT5yKM0BRnNxi9befeqiB/jEPfSMedtYVLdfHSEqyGp5gKEokKqoZHhWVufCEZgY8kWiUF0/0\nYM3Ss3ltPscuD3K+fSwh4IlEo4xO+vnOMxd59+1rF3QjuNA+yo9eauaOxlJcXmmQcdvmxBmkmrIc\n3r46zKjDT1HRzFmo1cikO0iu1ahq9VVU0mCqhie5S1tWXMCTynJYNiyoKslmJKbTn0+GByDbbGBg\nzDOvdZp7JhP+X5y3umZcbzY0goBBr1EDnjjk5+u9Oyq4c1sZT77WSlP3BMCM2p3rlbLY5MbAmIdt\n6wqU1zsHJIVIbraRBqOd45eH6B/zIooiQ+NejAYtgWAkwbpaAPZsLF41/bKSNR71+KXvdKXldtNZ\nHWdMRSUOb5KAp2/EQyAUYdu6Aj507zoEAc61jSrvX+ka54+/cZCv/fQMvSMennq9jUh0/rKBaFTk\nV4fa+T+/uMCEK8BLJ3s4fmUQm8XAprX2hGUrYjfj/tH5DUIWwvCkj/Y+R0brRqJRXJ6g6s6mopIm\nsqtW8j48YUxxBcPx9Rk/eP4Kr8V1WZctqauKrdy3q4Lf21etNBtNlxyzgWAoqgwG06H52rSAZ5YM\nj8ryYdRrVdOCOOTBcWmBmTVFVhprp2piK4tXTx3vQigrkK47eawgiiJvnOnl209fQAAaa/JpqJTG\nF01d45y6KsnZbo9Nsspyv4lYHd5qCXYgLsMTl0mWDRVWWm43ndVz1lRUYiTL8HTEZkJqy21kmw3U\nltto73MomvaD5/oJR0QcniAGvYZRh5/jlyVLy84BZ4I2djYCoQjfeOoczx3tpsBm4s6tpQRDUXyB\nCA/fVo1Wk3i5yP0rhibm3yE5E45eGuC/ff8E//tnZ+cM5sKRKF957G2ePdqlvOb0hBBZXY3AVFRW\nM7KkbXoX8Ug0SjAUTcjwaDQCep0GhyfIkYuD/PSVFrz+EKIo0j3kpjDXhNmkpzTfwiN31Ci1P+ly\nR2MpGkHgmz8/x5hj7n4doXCUtj4H5QUWpe9OcZ4a8Kw0Rr1WzfDE4fHJ2QBJ/tRQJQ38BQHK55kF\nXa0U5mah1QgMjHkJhiJ877krPP67FkwGHV/44Fa2rS9QPveVrglOt4yg02q4Y6sU8Lx4vJuvPn6a\n4Qkf9lXWPy+ZpE0OYlebpE0NeFRWHVMBz9TNrqNPCnhqyiTp2LZ1BYgiXOwYIxiKcKF9DJvFwKcf\nbuDLf7gLrUbguWPd+AJh/sePTvHX3z0+536PXhqkqXuCxtp8/vYTt/CBu9dhMemor8zl7h3lM5aX\nZ0uHJuYOphZCKBzhxy9d5fvPNREMRwmFo8oMymwMTfjoGnTxzKEOolFJEyynxdUMj4pKesg1F9Nr\neGTZ2vQeXEa9NqH4+q0LA4w7A7h9IaoWOFu9q76ID9+3nnBETChono3OASehcJT6SjtVxdloNQJF\nq6yI+GbEqNcmlT3eyLx+ppf/9ZPTnLo6THRazasn9iyzxHpAVRRZycsxUl2SPcOK+XpFp9VQnGem\nf9TDa6d7OX55iNqyHP7uE7coLq8FuVmU5pu52DFG34iHLTV5ygSFCLTFlB2rLuCJZZvCSTI8q03S\ntrqORuWm4fLYVc6PXObRDe9Gp0n8GXrCXnSCFoNGmh0Ydfi43DWOyaBVtLBba/P55ZvtnG8bI8ug\nIxCKcM/OcqXOZt+WEg6dH+Bnr7WmfUxyGvkP31mnzDb9rz+6VXJiSlLzUhTL8AynkT3KlHAkytef\nPEdbr4PKIivZZj2Xuybw+MOzdmWHRD//lmuT1FfZmVQbjqqozAujbFowTdLmk3vwGBMHZEa9NqHf\nxokrQ4pTUVXJwuU5t9QX8cSrLZxuHuGduytTLivL2eoqc7l3VwUTroCS6VFZOQx6bVITjBuV3mE3\nP3u1lUhUpLXXwZoiK++5s0apZZmq95CeuRpB4G9+fyfaVSTbWgxK86WA5+WTPWg1An/xga0zLOJ3\n1hXxXEyVsfP/t3ffcXKd5aHHf9Pb9l7VpVeyerMsVzlu2MbEBOwEE4PphBAScrmEC4FwuSSQED6E\nhE4gQAJJMN0mtjHGBlu25SLbataRtCq7Wkmr7WXaTrt/nDmzs7uzVbt7zsw+38/HH+9O21fzzsyZ\n5zzP+7yqOlMmm62i2Fr75+XO8EhJmxAZT7Y/w95z+3jp4sFx1wVjIQIuPzabjVg8wWf+Yz+9g1H2\nbG3MlIE0VAWoKvVy6FQ3h071ALB55chiwNuuWIrdZuOpA+fHPX4uA6FhtNY+VjSUZDY1A30TM+MN\nPZbP46Q04J7XkraH9rVy4mw/29dU89F7t9OcPktsHCQm0pkV8Dxz+AKQleEplpI2IabDyPCMLWkz\n9uDxjcnweMcEFBd7w5kObZea4QF9s1LVXMaJ9v5Mx6aJHGvV1/qsaS6jrsKfKZkR5vK47MTiyUzm\nvZCdPDfAF+5/hUQyxb23KHavr+XsxSH++UcHMgv2g+Hx2YCKEi+lgcI6Thlr9gZCMdYtLc+5QeoO\nVQ2Aw24b1dwgW3mJtU5Y5mpLHRoTxFqFBDzCFL0RPT37eNtT49o66wGPnsl55nAHvYNRbtjWxF17\nVmZuY7PpHwjhaIK9h87jsNtYlnUGtabcz67Lakc9bjwx8Vm1o2d6SaZSbFtTPaN/R225j+6ByLgv\nRHMhkUzyy6dPUxJw87bb1uJ2OTIHBeMgMZHsDcyePHCeR59vozddalMWsNYHphBWZbfZcDps487I\nhzMlbaMDnHG7oUfjmSYDc7UAe206cDnbOX6/H0M8keRE+wD1lX5KCuyLY75bLJuPJpJJvvqzQ/QN\nRbn7+lVcv7WRd92xnj++RQEj+1VlMjw5AoBCsmdrI470CdutE3zPaK4pYsuqKq7f1jjh+pdyi1Vo\n5O7SZs2SNgl4hCn6onrAc2awjVMDrZnLE8kE4XgYv8tHKpXi0RfacNht3HrFkhy7LetnQIZjSZpr\nisZ92XjtlUvJvouxODKXgfQO4zOtca+p8JNK6Wn7iYQiMcLRyQOUXILhOMPxJKsbSzMffsYZk9A0\nMzwf/ePtlBa5+c/HjvPMIT3bVWaxGmAhrMzldIwraTMyPNld2mB8AAR67X15sWfOAg/jMyo7izvu\nb57tIxpLsHaJZHWsxjhOFXqntpeOddE9EGHP1kZes2uk/NJ4/RoVB8FwDBsj+1gVKqfDzqffuYtb\ndy3hyg11OW9js9n4wBs3cc+NazKX3Xfr2lHZnokqTswyeZc2awWx1nrmxKIQS8QYigUJOPUFeY+3\nPcng8BA/Pv4AnWF9B+GAK8CRM720dwbZsbZmVJmZQS0py9Skr2wYv4N4fWWAj/7xdjan21wOThLw\nhNIBiW+GZyRWNep/9//+67McP9uX8zbv/6cn+auvPTOjxwUYCo8/82XUxAYnaFqQSqV48pVzHD/b\nj8ftYGVjCR9+01ZKAm66B/QDTKGVCggxn9wu+7h9eCLR3Bme7Jr7xuqRpitzUc5mMNYEdfVN3Knt\nUIv+OaqWyAbDVrNYMjy/2a+3Zb9xe9Ooy40uof3pioNgJI7f68y5TrbQ1Fb4uev6VTnX5kzk2s0N\nfOCNm/jEfTu4bksDW1bnLnUzixGoDmV9vwpGZR8eIUimknRF9DU3G6rW0VhUz8udh/jpiV/ym7Yn\n+Z9TjwIQcPp59Pk2AG7a0ZzzsZwOOxuWVwCwojH3xp8rG0szpSRDoUkCHuOMxAzPMl29qZ437llJ\n70CEv//+S5w4O3qPHKOMbigcm/G+QEaqP7vW1wh+JlrDc/L8AP/20FGGwjEqS7zYbDbqKwP87z/a\nQrHfRWmRu+DPpAkxl9xO+6hyDYDwBGt4jH17gFG7xM9FwwJD1TQyPIda9D3KZrrXj5h/IwFPYTcu\n6OgNU1Xqpb5ydGvp0nRJlpHhGYrELLfWw4qW1ZXw1testdQePKCfQPW6HVzoHmneZJTcS9MCsah9\n/cB3+fS+zwNQ7i1jT9PVJFNJ9l14EYAXL74CQCru5EBLN6saSzOtqHO57YqlbF9TPaphwVhGwDA0\njQzPTN+gdpuN265Yyofv3UkyleK5VztGXZ9dRtfRM7PmBsZ4RwU8U6zhyf4SlF0y0VhdxKfesYv/\n88fbZzQGIRY7j8uZKWEzTJThyf69uWYkyJnLDE+J34XbZZ8w4EmlUhw51UNthT/z5VJYh9utf+0q\n9AxPdDiRs8Qz4HXidNgzAU8oEs+0pBb5x2az0VAV4EJPKHNSNxSJ4bDbZpTJWggS8IgFdaj71czP\nZZ5SdtZuocg1fnOx/vP6mcmbdubO7hiW15fwp3+wcdJApcg/dcATnmWGx3D5+lpcTjtHW0eXtWX/\nzdaLgzN6zJGStpExTbWGJ3tDwruuXzXqutKAW/bhEGKGSovchKOJUXunjKzhmbhpQVNNVknbHGZ4\nbDYb1WU+OvvD4xq+AISjccLROPWyyaglGXs3jV3X+dLxzik77+WLVCpFNJbI2QbdZrNRVuTmQk+I\nf/+VRiyelAxPnmuoDJBIpriY7lhrlCmOXXdtNgl4xIKJJUZ/SS/3lOJyuLi2cTcA22o2AbCxYgMH\nD0JliYdtay69XtXIkLx8oosjp3ty3iazhmeWAY/L6WBlQwntnUOjgpzsn9smaWyQi5HFGZ3hMUra\ncmd4jHU6n3r75excWzOjvyeEGK98TAkOjGxE6nZOnOEpL9IbFZQE3Jl1C3OlutRHOJrI+TlgrFU0\nTvQIa6lMtxXOPjl1/Gwf//Ljg/zDD/abNaw5FU+kSCRTeCc4w19W5CEcTfD4/nag8Du0FbqGKv3k\nzrkuvawtFIlZrmEByMajYgF1R3pH/V7m0Rf8v2bZDawpX0lxqo6rGnbx+JNhhmNdvGbPUhz2S4/J\njYDhQEs3B1q6+fZHfm/cbUKROB6X45LqY9c0l3G0tY/jbX2ZtpNDWaVnbR0zC3hylbR5PQ5stonX\n8BgH0cpSa21OJkS+Mvat6huKZnY+N9b0ZK/ZgdFNC7xuJ++54zLsdtucn+msKtPf35194XH7eRhr\nFYvlS6QlGU0nOvtHShKNk2HzuafbQjLK9Tzu3F8xx54AiC+ijVgLUUOV/rl4rjvItlQVwUg8s9bQ\nSiTDIxZMV7oDm6HMqwc8DruDoc4SPvqNfRw55OD5V7tY2VjC9Vsb5+Tvjj3w52oRHYrGLnmBnUq3\ngDV2OIfRgcmxtr5M++vpyBXw2G02Al7XhBmenoEIfo9TGhMIMUeMDE92uZER8LgcEwc8Po+Ddcsq\nMp8Lc6l6ksYFkuGxtqpSY+5GMjxGx7JCYZR8TrSGo3hMp9CxpaEivxiNKc53BRmOJUkkU5ZrWAAS\n8IgFZHRn212/k9evun3U2p1X07uC/+o5fU+em3Y0Y7fPzVnRseny7NIUQygSn/X6HcPKhhKcDhta\n1joeI2jZuKKS4XiSR55rneju4xgND8bWN/u9zpwZnlQqRddARLI7QsyhskxJ28iXUqNNtcs1cVtq\n7wRnt+dCpjV1//jW1IMhfZy5dnIX5istcuNyjm460R8srDmLTrAxr8EI8EqL3Nx7i+KNe1blvJ3I\nD5WlXtxOO+e6giMbyRZKSZtSyg58BdgMRIF3app2Iuv6O4BPAHHg25qmfTN9+X5gIH2zU5qmve0S\nxi7yTHdYD3iubtzF2dMuvrjvFd5661rKijy0psu9jNr4XPvqzNbYD92egeioVpmpVIpQNE591fjm\nCTPhdjlYXl/CifZ+PYDyOjMBz2t2LaHt4iC/2d/Oa3Ytodg/dU1/rqYFoH+Q9AxE6RuKcqClm2s2\n1WOz2QhG4kSHE1Tm2LNICDE7xka908rwpD9r3C77nJ2wyaW6dKSkbSzjc6PYJ/ttWZHdZqOq1EtX\n1twZJ+Hmeq2XWYyW27maFgDs2drA/mOd3HuzYlu6/FvkL3t6+4tz3cHM508hZXjuBLyapu0GPgJ8\n3rhCKeUCvgDcDFwHvFspVauU8gI2TdP2pP+TYGeR6UoHPLGgl+89cpRXWrr53H++RP9QlLasDmal\nRW4qSuaunarNZsOR9eWjZ3D0WdHIcIJUavYd2rKpJeWkUmQ2ITXe/OXFHm69YinRWIJHnmub1mMN\nRWL4PM5x65gCXifxRJJfPHWK7zx0lJZ2/RyCrN8RYu6VF49vWpAJeJy5S9rG7s8z1ybbi8dYwyMl\nbdZVXeYjGIlnum0a8+iw2B4rsxWdoqRtw/JKvvq/rpNgp4A0VPmJxZOc6dC/y1lt01GYfcBzNfAw\ngKZpzwI7sq5bB5zQNK1X07Rh4CngWvRskF8p9Sul1G+UUldcwrhFHuoMd+G2u/nqT44RT6TYuKKS\n890hPv29FwhHR1q+rmoonfNFvl/4s6t5z+vWA4xr/Rme5R48uRg7mxvreIJZ63Cu29xAacDNY/vP\nTtoi2zAUjlGUY3+C0vRZwFfTpXMdvXpnlIMn9TVSjZeYqRJCjCjxu7HbbPTmCHjcEwQ8E5XyzBWP\ny0FpwD3pGp5iCXgsqzq9jqejN0wylcqUJg4XyN48EaNpwST7sFhtjxZxaYxObcbm636P9T5/Zhvw\nlADZW8onlFLOCa4bBEqBEPCPwC3Ae4HvZ91HFLhIPMKF4EXiQ0X0Dw1z156V/MVdm7h5Z3OmlfLq\nJr2MzQga5lKRz0VTeufzsQFP8BL34Mm2qqEUh31kHc9QOIYt/dhul0PP8gwn+NXzk6/lSaVSBMOx\nnDXdteV6R5SOHj3Q6ewLE4sneezFs/g8DnZdVnvJ/w4hhM5ut1Fa5KYvR0mbc2zAkw50vAvQNKSq\nzEvPQDSz2Z9BurRZX025HvD83b+/yKe/+0Lm9TQcK4xuZVOt4RGFpyG9TOBEu/7134oZntmOaADI\n3knNrmlafILrioE+4Bh65icFHFNKdQP1wKT1PeXlfpxOedNMprp67ja1my+HOtpJkWK4v5TbrlzO\nW+7YAMD7/3Arfr+bn/+uhfe+YTPR4QSXLa+Yl9R+oFgv9QpGE6Oes450wFVdEbik59K47+rmMo61\n9REo9hKJJSjyu6itLQHgDTeu4eHnWvn1C2fZuq6Oyy+ry/lYoUiMeCJFealv3JjWLKuE353M/D4Y\nifPq2X76g8O8fs8qljTNfVeofJEP74VCV4hzUFXm4/T5AaqqivTss82G02GntqZk1O0i6e+rpUWe\neX8emmtLaGkfwOZyUZ21yWgklsBut7GkqdxyG/8tRrleB6+7fjVx4JXjnZkz4gDxZLIg3j8uj15t\nUF15acfUuWKFMRS6DeifNee79ROx9bXFo553K8zBbAOevcAdwA/TpWkHs657FVitlKoAhtDL2f4R\neDuwEXifUqoBPRN0fqo/1Jsu1xG5VVcX09k5OPUNTfbimVcBSA2VcfX62lFjft3updyyvUk/O+pz\n0tMTnLdxeN0OLnQFR/39cx36GphUIjnr5zJ7HlbUl3D0TC/7XmmnfzCK3+Mc9bhvvnE1X//FEf7u\n357jM++5ItOmNNuTB84BUF/uGzcmn3P0l5i2C4Mcb+3DbrNx5bqavHg9zId8eS8UskKdgyKvk1g8\nyem2Xop8LoLhmN5pa8y/NTSklybZYd6fh+L0GVStpRN7oiJzee9AhJKAm66ume37JebeZO+HW3c2\nc+vOZsLROO1dQb7z0FG6+yMF8f7pSh/DhyMx0/89hfqZZDX2ZBKnw048oZ/1iUfjmed9IedgssBq\ntqfRfwpElFJPozco+KBS6h6l1Ls1TYsBfwk8AjyD3qWtHfgWUKaUegr4b+DtWVkhUeCeP6MBsLVx\ndWbzvmwTdXOZa+XFHnoHI6RSqcxlocjcreGB0et4gpH4uLK07aqGu69fSSKZ4tCpnnH3TyST/Or5\nNhx2W869iIxyCEPLuX7Odg6xY221NCwQYh6M7dQWSyTHNSwAfX3dmuYyNq+qnPcxjWxgOboJy1A4\nRkmgMLp9LQY+j5NVjaUEvE6GY4lRx6bZSKVStHcO8diLZ/nKzw7xsydPTn2nOWaUtC3UcV2Yz2G3\nU5f13c6KXdpmNSJN05Lo63CyHc26/gHggTH3GQbumc3fE/nttwfO0DHcji3p5y03bDZ1LEtqi9l3\npIOW9gFWpdcMhaJzt4YHoDm9VujkuQESyVTOFtQbVlQCxzlyupc9W0aCmt7BKF//+SHaO4PsXl9L\nRY4W0x6XIx246V++jOPjzTuXzMn4hRCjZW8+2lxTRDyeGNeSGvSD/kfevG1BxlRdNr41dTyRJBiJ\ns1wCnrzjdjlIAU8fukBDVYDl9SVT3mesVCrFp777AmcujJxNdzps3HnNijkc6dQyTQsk4FlUGqr8\nnO3UM8tW3IenMHogCkvIPjNl/Pz0ofN8/+VHsDnjXNO4y/SN1a7ZVA/Ab19uz1wWnuMMT4nfjc0G\np9MHHaOtbbbach+VJR5ePd1DMv1cHWjp5m++/RzHzvazXVXz5pvUhH/DOJNifOlZ3VTKioaZHyCF\nEFMb2XxUP8kwHE/idpl7+Kwe05o6mUrxpZ/o1eWN1UWmjUvMjtHx71u/fJUf/7ZlVo8xHEty5sIg\n1WVe7rt1LSsaSognUsTiC9v9LdO0QDqxLSoNWfsbWjHDIwGPuGRtF4f48k8P8t7P/5Yjp3voGYjw\noa88zef+8yW+9dABXPWn8Tl83LnuerOHytql5dSU+3ju6MXMjsChOWxLDemuTgF3pt11rs3kbDYb\n65ZWEIzEOXtxiPufOME/3f8KkeE4b75pDe+7c8Ok41ndVIrH5eDKDXoAd+uupXMydiHEeJm9eIyS\ntngyZ4ZnIZUVeXA6bHT26SVtF7pDHGjpZnl9CW+9/TJTxyZmLrtNs9E5dKaMY9ny+hKu3dyQ2YQ6\nNMvHm65EMskv9p7i5Dl9PWxUMjyLktGa2m6zWbJDn/VCMJE3uvrD/PdjJ3jxWGf6khT3P7+PHU2K\n3sEovYNRfEtbwRHn5mU34XWav77EbrNx3eYG7n+ihWcOXeDGHc0ja3jmsJVsWZGHvqFh/eccGR4Y\nWYvzyHNtPHP4AjVlPv7kzg0srZu6m8lrr1zGTTub8bgcXL6uhvpK2XtHiPlinLQwMjyxeO41PAvJ\nbrdRWeKlq1/P8BhfdtcuKaPY7yYSjE52d2Ex2RlDI0MyU8ZJNl/6WGb8PxSNU1o0d5t5j/XwvlZ+\n9uQpnjpwnr99166sttTyFXMxqU8HPH6v05IdIiXDI2btf55t5cVjnaxoKOEv7trMMhXmYuXj/OzI\n7wC4c08TnvpWilwBrm280uTRjrhqYz0Ou43fvnyOVCqVleGZu3K77DK2XCVtQGZh8bG2XgDe+ho1\nrWAHwOmwE/C6cDrsEuwIMc/Ks5oWJJMpEsmU6QEP6GVtg6EY4Wh8TjdQFgvPnbX9RmR44oxMa8cg\nX/7JwZybV4eHRwc8xmvBOMbNh97BKD9/6hQAXf0RfvV8W9bGo+a/R8TCqS334bDbLLkHD0jAIy5B\nz4BeSvGXd29h08pKmpbqGQ17YID1y8qx15wimoxy09I9eJ3zd3ZppkoCbratqaa9K8iJ9n5C6dI2\nn2fuUrBlWWfTyiY4s2YEPMbGqxNlgoQQ5vJ5nLiddvqGhjObRLossD+csY6nqz8y7uy+yC9uV3bA\nM3GGZ/+xTl481snzRy+Ouy7zGkiXExmvhfA8BjxnLgwST6S4ddcSiv0uHnz6DJ19YezpvarE4uF0\n2Lnr+lW89splZg8lJ3k1ilnrHxrG7bRnAoWgTd9szFcW5qYr6nm87SmKXUVc07jbzGHmtGdLAwC/\nffkcoWgcj9uBwz53b4fsdTsTZXhKx3RSKg1IwCOEFdlsNsqKPfQORYkljIDH/MNnVbppSVdfOHMW\nXwKe/DS2pG2i9tRGMHT0TO+468JR/bpMhscoaZvjNTwXe0P8848O0DsY5UKPvu6bX3gAACAASURB\nVFfiioZSXn/tCqKxBBd7w3jcDkuWNYn5dfPOZq7aWG/2MHIy/xNb5K2+YJTSIjc2m41UKsXZIX2z\nTIcvSNjTTiQR5dqm3Xgc1muRajQveP7oRbr6InO6fgdGsjpup33Cxy7JaledHTgKIaynvMjDYHCY\nSDqwcFsg4KkuHenUZnSblIAnP2WXtKXQO67lYpS7aa2944KisVk+/zxleB5/qZ2XT3TxSksXF9Kb\njNZV+Lh2U0NmWwYrLloXi5v5n9h5LhiJcer8gNnDWHDJZIqB4HBmIWRftJ+hmP7BF0lEeKxNX8ez\nvXaLaWOcjM1mY7uqJhZPEorG57zu3cjqlBV5JjzLVRIYWTNkBI5CCGsqK/aQYmSjT6cVAp5Ma+rI\nnO8nJhbW2DbnE63jMTI8A6EY57pDxBNJfvibE7R3Bcc3LZinNTyH0xtmDwSHudAdwmaDmnI/druN\nN92wGhjddU4IKzD/EzuPaa29fOJbz/H/vvsCrR2Do64bCA3z2Itn6ewLk0qlOHSym7aLQzkfJxpL\ncPhUzyXvsLyQBsMxUikoC7iJxKM83vYUAF6H/kW/feg8TUUN1PqrzRzmpKqyNvWcrwzPZOtyXE5H\nJqsj5WxCWJux+aix740lMjxGwNMfHmlaIAFPXnKPWRNmLPwfK3t9z9Ezvew9eJ6Hn2vlcz/YvyAZ\nnr6hKGc79ZObA8FhLvSEqCr1Zko81y4t5+7rV3HHVcvm7G8KMRfkk3EWkskUDz59mp/vPZXZ5f5o\nax9LaovpH4ry8HOtPP5SO8OxJKcv1OFyOnjipXZqyn189j3j17P84qlTPLSvlXtuXM2NO5oX+F8z\nO/1DUbAlGCx6lU8882OCsRA+p5cbl1zHAycfAeC6pqtMHuXkyucx4Kkq8xLwOlleP3nXtRK/m3A0\nTGmOvXqEENZhrMszAh4rrOHxe50EvE46+8KZzkhS0pafxmV4orkDnuzgRWvtpS7dpXMgFMtaw6MH\nT/OxhufI6Z7Mzx09IQZCMTbWjd70+jW7lszZ3xNirsgn4wz1Dkb55gOHOdraR0WJhzdcu5JvPniE\nE+39rFtazt/++wsMx5KUF3tIJIbRWvvoSpdAXOwNc7EvTE36rJzh4El9sf8vnz3DDdub8qK0qW9o\nGGfDSVodLfhSPm5bfhPXN12FzWbjfLCDbTWb2Vy93uxhTqoiK/sy1yVtXreTf/iTK6f8UlQScNPR\nG6ZMMjxCWJqRre3otU7AA1BV5uNcVzCT7ZGAJz+5x5SATVbS5nU78HmcHG3tozjd/MbncUy4D89c\nZniMcjaAE+16OX9thW+imwthGdb4xM4jX/nZQY629rF1dRWffNvlXLG+lpKAm5b2fp4+dJ7hWJLX\nX7Ocz75nNzXlvkywY5xpOZL1YWEwdlXuH9IDpHzQPxTFHtA/7D6+60Pcvvwm/C4/PqePt62/x/LB\nDkDFqAzP3O3BY/B5nFO25TRaU0uGRwhrKxtT0maFttSgl7XF4kl9LQXgleYneckzJoCOTljSFsfr\ndrB2SRlD4RgnzvYD+neMCffhmaMMTzKV4vDpXkoDbop8rswY6yv8c/L4QswnCXimkEqleODp03z9\nF4d57MWztLQPoJrLeP8fbKTI58Jms7GyoYTewShPvnIel9POa3YtweW0U5f1IXDTTr1U7fDp0QHP\nQHCY3sFo5gNq78HzC/ePuwR9wWFs7jBuu4dSz/Q2y7Sa7M2xfCZtlCUBjxD5wWhE0mlkeCyyx0h1\nqX7i5mJfGK/HiT0PKgTEeOMzPBOv4fF5nKgl5QCZtcFetzNrHx79eOZxO7BxaRmevQfP871HNL0T\n68UhBoLDrF9eMeqYVScBj8gD1vjEtrDjZ/v56e9Osu9IB99/9BgAm1ZVjio7u2xZBaB3QlnTXJY5\n81eb9SGwdXUVVaVeDp3qGXXmxmh2cMP2JqpKvbxwrHPCMztW0j8UxeYJU+YuM3sos5Y9h2Yt9DUa\nJxjtZYUQ1mSs4TE6XlmlpK06q0TaL9mdvDWTgMfrdrB2afmoy6OxBOFoAqfDnnlt2m02fB7nJXVp\n+9YvX+WJl9oZCA5nTtiuX14xaluFWgl4RB6wxie2hT28rxWALauqMpetTwc4huu2NGTOqq1pHgkA\njLMedpuN+soAV6yvJTqcYP+xzsxtTrTr6ehldcWZ61/Kut5qnnu1g/959gyt3d3YHAmqfRVT3ykP\nmPXlZc/WRt535wbUkvwNHIVYDFxOB0W+kdJXK3RpA6gpHwl4ZP1O/hr7esoV8CSSSWLxJF63k+pS\nLxUlI2s/w9E44Wh83H5uPo9zTtbwdPZFMut3LltWkdk42+NyTLi5thBWYo1PbIt6Ir251oqGEt7x\n2nV4XA5Ki9w0pTfWMjgddj79rl1cvbGe67Y0ZC43Ap7aCh8up50rN+i7zz6dLlu72BvikefaCHid\nrGkuY/f6Ov36wxcAiMUTfPxf92WCLiv42s8P86MnWmjp6gCgpqjS5BHNjWGTsmo+j5Mda2vyolGF\nEItdWVYZj1UyPMuyOmRJwJO/xm5KkatpgREEed0ObDYba5eMZHlC0TihaHzca8DvvbQMj+Fs1xDH\n2vpprimiNODOlGPXVvjk+CXygjU+sS3o1y+08b1HNIr9Lu67dS0Br4sPvWkLf/7GTTlrpOsq/Lz9\n9nWj0rwNVQFcTjsr6ksyt1nZWMKR0730DET45TNniMYSvPmmNRT5XNRXBlheX8zhUz30B4c52xmk\nvSvIDx8/sWD/7umyufU69kpvfmd4NizXx19dJiVlQojJZe+rZZWAx+91UpkujZXNHvNXTbmPHWtr\nuHFHE5A7w2O0qva69XnOrgxIpfQ1wWMDnoDXSTiaIBiJXdL49h48TzyRZH36mGkEPLJ+R+QLOR2U\nw8P7Wvnh4ycoDbj50Ju20lil97lf2VA6o8cp8rn45Nt2ZlK/AFdtqKelfYBnj3Rw6vwAbpedy9fV\nZq7fvb6OU+cH2XekI7MY1SpSqRR2m41kKoXDqwc8Fd7yKe5lbe97/QaOnulj86rCyFQJIeZP9pYC\nVunSBtBYHaB7IEL3QMTsoYhZsttsvO/ODbR3DvHrF84SzRXwpLM+3nRTgsvX1XKhO8SJ9n6Op7u1\n+dyjX5cbV1ZytLWPr/7sEGuayrjjqmXTzsgkksnMzy3pFtSZgMcvAY/IL9Y4RWUR0ViC7zx0lB8+\nfoLyYg9/9eZtmWBntuorA/i9I3Xfl6+rwemw87tXznGuK8SSmmLs9pEPn8svq8Vht/HMoQuZ/R6s\nIhSNk0ylWFpbzI6Neme2yjwPeLxuJ1tWV0lKXggxpa1rqjM/WyXDA3o1Aeh7vYn8ZgQzU5W0gZ7R\nu+v6VaPK7MdmeK7b3IgNOHK6l589dWpG3yvGtrP2eZysadKzShtWVLB+WTm7LqvNdVchLEcyPEBH\nb4iHnm3lWFsfF3pCNNcU8ad/sHHcBqFzwe91sXV1Fc8fvQjA0rrRLZ1L/G42LK/glZbuzIeaVQyG\n9JT4ktoihp36h2a5VxbbCyEWh7VZJUQOu3VOkty0o5mXjnXyhutWmj0UcYmMfZRylrSNCXgM2V1G\nx5Zn+71O7rlpTabL7EQbmuYydu3P9jXVmUC/rMjD//qjrdN+LCHMZp1TVCZ6YO9pfvfKOS70hLhx\nexN//Zbt8xLsGK7aWJf5eWnt+D1sdm/Qr9faRjYhzU4tm2UwNAxAsd/NwPAgTpsDv1PWvgghFgeH\n3Z4Jeqy0d1Z5sYfPvGc3O9bWmD0UcYmMdVi5A57RJW0Gf9Y+cnWV40vMbtjexGuvXAaQs1RuImMz\nPNuyMpxC5JtFn+GJxfU20T6Pg7979+5R623my/rlFZQE3AwEh8dleEBvge3zOAhHRz6YQpE4xX5z\nD7BGhqfY72JgeJBid7GUggkhFpW//MMtdPSGqS2XtQti7hn76JztHOJASzcbV1RkjrPTyfDUT7Cm\nxuPSz29HY9M/eWpkeJbXl7C0rpiNK/O7SZFY3BZ9hudASw+R4QR7tjYuSLAD+lnCN1y7gp1ra2io\nGv/h5HY52K5Gn6n73sMa//LjAzy8r5VT5wdMyfgYGZ6A18nA8CAl7vHBmhBCFDKnw37JazuFmMwN\n25oYCsX4p/tf4R//62VOX9AbBmQCnjHrdLLX7dRV5n5tGpmjmWzBEE5neHavr+Uttygc9kX/lVHk\nsUWf4dmb3hNn17qFXXh3zeYGrtncMOH1V22o46kD5zO/v5jejPSl410ANFUH+Phbd8zvIMcwMjwe\nH8STcYrdRVPcQwghhBAzcffvrWL3hjp+9EQLB09286nvvMDu9bWUBvS26OMyPFklbSV+F7kYAU90\nBgGPkeHJfnwh8tWifhV39YV55UQXy+tLWJJjLY2Z1jSX8Z7XrefY2T4e398OwNbVVexcW8PeQxc4\nfKqHpw9d4I31C9c0wAh47K4ogGR4hBBCiHnQXFPEB+/ezKune/jh4y08c7gjc93YgMfrGvkqN1GZ\nucc984DH2LvH78kdRAmRTxZ1fvLxl9tJAb+3rdHsoYxjs9nYdVntqKYGy+pLuGJ9He+4fR1Oh42H\n97WSTI7dn3n+DIb1kraUU9/rocQjAY8QQggxX9Ytq+Djb93BG65bQWN1gLVLymiuGV1dYWRgJivL\nd88mwxORDI8oHIv2VRyLJ3jylfMU+Vxcvs66nW0CWXv41JbrHdHKijxsWlnF/mOd9CzgRnND6QxP\n3J4OeCTDI4QQQswru93G7buXcfvuZTmvb6gK8MG7N09aqZIpaZtJlzYpaRMFZNG+ip8/epGhcIxb\ndy2x1I7ZYxX5cvfXryjRa3n7hqKUeuZv/A/va+VcdxCAMx2DuF12wgn9d1nDI4QQQphv44rKSa8f\naVow/YZHRtMCv2fRflUUBWTRvop/s78dG7Bnq/XK2bIFfCMZnprykYCnJN2iun8oiiPp4pUTXVy+\nrnZOd//u6gvzw8dPjLpsZUMJA8N6AwXJ8AghhBDWN9KWWjI8YnHKu1dxLJ4AbJf0xf70hQFOnhtg\n88rKcbsSW012SVv2zyWBkYDngHaRn/zuJK+e6eUdt6+bs71xTl8YBOD23Uu5ZlM9AOXFXv7r+I/0\nMUjAI4QQQljebLq0BSMx7DZb5r5C5LO8a1rw4a89w8e++ewlPcZvXtS7nl2/rWkuhjSvskvashWn\nW0/2DQ5zvjsEwNOHLvDwvlYAUqkUP/ndSU6dH5j13zYCnnVLy6kp91NT7udC+DxHe45jwyYBjxBC\nCJEH3DPs0pZIJjnbGaS63CcbjIuCMKsMj1LKDnwF2AxEgXdqmnYi6/o7gE8AceDbmqZ9c6r7TEfv\nYJT+oeHZDHnUYzx75AK15T42rLD+rsEup4O33baWmjGZqOyStot9IRx2GyUBNz96ooW6Sj+15X4e\nfPo03f1h3nXH+ln97TPpzc6W1umBTSKZ4BsHv0d/dIDbl9+M1+m5hH+ZEEIIIRaCxzmzgKe1Y4jo\ncIK1SxZu6wsh5tNsS9ruBLyapu1WSl0BfB74fQCllAv4ArATCAJ7lVK/AK6a6D6T6Yn0YU+fXXj+\nxEVw6R3COoM9s2o28ODzp4nbw1y7s4GB4dlnPxbSRqXvnNwX7c9clnJFwBWhY6iHjsEeKiqc3HvL\nMr70k4N84+H9vO6qZeCK0D88MOp+05VKpTjVdZHKKicxW4i+KBzsOkJPpJfrmq7k1uU3zNU/Twgh\nhBDzyJVewzM8zS5tWmsfAKpZAh5RGGYb8FwNPAygadqzSqkdWdetA05omtYLoJR6CrgW2D3JfSb0\n8af/btTvvq36/z+574lZDl1/jAf7nuDBvbN+CEvwbYX9AGthCPjq8YdxbNSve7BPv/4U8LG9P53d\nH7gMQsDH9j6Suchus3ND87WXNnAhhBBCLBi7zYbbZSc6zS5tWmsvAGpJ+XwOS4gFM9uApwTIThsk\nlFJOTdPiOa4bBEqnuM/EAxxsJhIdf5Odl9WOWsQ/Hd39EQ62dNFUU8Sqpvw/a/Hky+0kUylSKWis\nKWJ1UxnBSIznj3Rgt9tIJlP4vU4uv6xuxo89EBpm/9GLNNcWsbJx5Lm6rGYNa5csnct/RsGorpY1\nTWaTOTCfzIE1yDxYg5XmwedxEk+mphxTIpnieHs/9ZUB1qyoWqDRzR8rzcFiZYU5mG3AMwBkj96e\nFbiMva4Y6JviPhP64u//Gb2DUY6f7SMYjvFKSzcHWrq57sptrJ5h0PKNXxwmdrKDN1+9gxUNJTO6\nrxW99OjTdPXrJX67V6zmplXNDIaGefrBpzK3SfpdvOl118z4sV8+0cW+kwfYvmQlt64aHeB0dg5e\n2sALUHV1sTwvJpM5MJ/MgTXIPFiD1ebB5bATisSmHNOZC4OEInG2r6m21Phnw2pzsBgt5BxMFljN\ntkvbXuA2gPR6nINZ170KrFZKVSil3OjlbM9McZ9JlRd7uHxdLddva8rUkwYjU8ZK4xw61UNliYfl\n9eZHmnOhON24AKA2vUdPwOciu6FKMBwnlUrN+LEHgnpzCKP9tRBCCCHyl8flYHgaTQtGytnyvxJG\nCMNsA56fAhGl1NPoDQo+qJS6Ryn1bk3TYsBfAo+gBzrf1jStPdd9ZvOHjQ2wQpHYjO43FI4xFI7R\nWF1UMC0Ws7utLKvXM1Z2m21UIJRMpYhMc5FiNiPgyX4sIYQQQuQnt8sxrTU8WpvRsEDW74jCMauS\nNk3TksB7x1x8NOv6B4AHpnGfGTPW7cw0w3OxNwxAbbn/UodgGcvriznXFeTNN63JtKkGvWW1EbAA\nBMMxfJ7pT/X57iB9Q1EASiXDI4QQQuQ9j8tOPJEkmUxht+c+8ZtMpTjW1kdVqZfKUu8Cj1CI+TPb\nNTymGcnwzDTg0TfnrCn3TXHL/HHXnlXcsns5jeWjP5RKAi7oHPk9GIkz3WWHWmsvf/+Dl7IeSwIe\nIYQQIt95XCN78Ux0EvTsxSGCkThbVud/swIhss22pM00Ixme6Ze09Q9Fabs4BIysdSkEJQE3W1XN\nuBK9kjFlaDN5rlo7hkb9XuyfWSc8IYQQQliPxz315qNSziYKVcFneDr7wnzi288RTa9jKaQMz0TG\nZmVmUv7ndY9s5hrwOnE68i4mFkIIIcQYbtfUAc8xY8NRaVggCkzefZsNzDDg+cGjxzLBDrAoalLH\nZmWC4elneMJZz9VM1v0IIYQQwroyJW0TNDJKplJobX1UlHioWgTflcTikncBj9fjxMboLm3JZIpz\nXcFxt33peCevtHSPeuM67Hn3T54xo6TN6dBL3WZS0pb9vM6m9bcQQgghrKckfTK0eyCS8/pzXUGG\nwjFUc3nBdLMVwpB33/7tNhs+j5NgdOTL+Pd/fYy//td9nDo/kLksGkvwg0eP47Db+Iu7NnPjjibu\nvXmNGUNecMXpkrbqMr18byaBSziayPpZAh4hhBCiEKxsLAXgxNn+nNdrUs4mClhe1iz5vc5MSdvJ\ncwM8sb8dgGNtfSxP70fz4NOn6R6IcNsVS2moCnDPjYsj2AGoSQc6S+uKOd8dmllJW1aQ01QdmPOx\nCSGEEGLhrWgowW6zcexsX87rMw0LJOARBSgvA56Az8W5riDxRJJ/f0Qjlb78zIVBALr7Izy8r5XK\nEg93XLnMtHGapaEqwMfu3U5pkZtnD3fMKMMTSgc8b9yzkisuq52vIQohhBBiAXndTpbUFnH6/CDD\nsUSmiQFAKpXiWGsvZUXuzElTIQpJ3pW0ASyvKyYWT/L1XxzmTMcgu9fX4vM4OZUOeI6f7SORTHHT\nziWZNoyLzcrGUsqLPcDodTlTMTI8N+9spqJEFi0KIYQQhWJ1UxmJZGrUEgCAgeAwA6EYKxpKZf2O\nKEh5GfDsSmceXtQ68Xuc3P17q1lWV0xHT4gv/eQgB0/2ALC0tsjMYZrOYbfjcTsyWZvpCEXiuF12\naUcthBBCFJg1zfo6nuNj1vEMhPQTo2VFstm4KEx5+a12dXMZFSV69uIN162gNOBmaV0xAPuPdfLM\n4QsANFYv7oAHwO9xzqj5QDgal3bUQgghRAFa1aSvzxm7jmcwNAxAsV8CHlGY8jLgsdtsvOmGNdy8\ns5nrtjQCsGdrI1tWVWVuU17socjnmughFg2/xzntPYtAX8Pjl4BHCCGEKDilATe15T5a2vtJJlOZ\nywfSAU+JX743icKUlwEPwHZVzR/dsBq7Xa81rSnz8YE3bmLd0nIAmmskuwPg8zoJReOkUqkpb5tK\npQhLwCOEEEIUrNVNZYSjCc52DmUuGwzqJW2S4RGFKm8DnolsXFEJQJOUswF6hieVgsgEOytnG44n\nSSRTUtImhBBCFKjVOdbxZDI8AQl4RGEquIDnqo11XL6uhqs21pk9FEvwe/XgZTrreIzbGPcRQggh\nRGFZk17HczxrHc9gyMjwSEmbKEwF98222O/mvb+/wexhWIZRnhaKxqmY4rbGWh/J8AghhBCFqabc\nR4nfxbG2PlKpFDabTZoWiIJXcBkeMZqRrZlO4wIjwyMBjxBCCFGYbDYbq5vK6Bsaprs/AuglbQ67\nTSo8RMGSV3aB82VleKZi3EaaFgghhBCFa3VTKS8e6+SJl8/x5IFzDIZilBa5scumo6JASYanwBnB\nS3gaGZ7OvjAgixaFEEKIQrZtTTV2m43/efbMyPodnxz7ReGSgKfA+b36AsTpZHhePt4FwGXLyud1\nTEIIIYQwT1WZjyvW1466rGcgYtJohJh/EvAUOP80S9pCkTivnullSW0RVaW+hRiaEEIIIUxyx1XL\naKgKsHNtDQBOp3wlFIVLFmsUuExb6ilK2g6e7CaRTLFtdfVCDEsIIYQQJqot9/Ppd+4ikUxSW+Fn\n6+oqs4ckxLyRgKfAjWR4YpPe7qXjnQBsXSMBjxBCCLFYOOx2/uDaFWYPQ4h5JfnLApfp0jZJhicW\nT3KgpZvqMi9N1YGFGpoQQgghhBDzTgKeAmeUtA2FJ87wHG3tJTKcYOvqamzSklIIIYQQQhQQCXgK\nnNNhp67Cz6nzg8TiyZy3eemYXs62TcrZhBBCCCFEgZGAZxHYtLKSaCzBsba+cdclUyleOt5Fkc/F\nqsZSE0YnhBBCCCHE/JGAZxHYuLISgAMt3eOuO3VugP7gMFtWV2G3SzmbEEIIIYQoLBLwLAJrmsrw\nuB0caOkad50RBG1dJe0ohRBCCCFE4ZGAZxFwOe1ctrScjt4wHT2hUded7w4CsKy+xIyhCSGEEEII\nMa9mtQ+PUsoH/AdQAwwCb9U0rXPMbd4FvAeIA5/WNO1BpZQNOAscT9/sGU3T/s9sBy+mb/OqKl46\n3sWBk93cVOHPXH6hJ4zH5aCsyG3i6IQQQgghhJgfs9149E+Ag5qmfVIp9UfAXwN/blyplKoDPgDs\nALzAU0qpR4FmYL+maXdc2rDFTG1cMbKO56YdzYDesOBib4i6Sr+0oxZCCCGEEAVptgHP1cA/pH9+\nCPj4mOsvB/ZqmhYFokqpE8AmYAXQqJR6HAgDH9Q0TZvlGMQMlBd7aK4pQmvtzezJMxxLMBxPUlvu\nn+LeQgghhBBC5KcpAx6l1DuAD465uAPoT/88CIztZ1ySdX32bc4Dn9E07X6l1NXoZXE7J/v75eV+\nnE7HVMNc1Kqri6d1uys21nP/Y8f5wBefpNjv4k/esBmAFU1l034MMTF5Ds0nc2A+mQNrkHmwBpkH\n88kcmM8KczBlwKNp2reAb2VfppT6CWCMvhgYu8HLQNb12bc5gr6mB03TnlJKNSilbJqmpSb6+729\noYmuEugvos7OwWnddlX9yJQMhmJ8+f6XASj2Oqb9GCK3mcyDmB8yB+aTObAGmQdrkHkwn8yB+RZy\nDiYLrGbbpW0vcFv651uBJ8dc/xxwjVLKq5QqBdYBh4C/Af4CQCm1GWibLNgRc2tlw0gizuN2EIzE\nAaSkTQghhBBCFKzZruH5KvBdpdRTwDBwD4BS6i+BE5qm/UIp9c/ogZAd+JimaRGl1GeB/1BK3Y6e\n6bnvUv8BYvrsdhtvv20dPQMRGquL+M3+s5QXe1haZ36qUQghhBBCiPlgS6WsnWDp7By09gBNJula\na5B5MJ/MgflkDqxB5sEaZB7MJ3NgvgUuaZuw5bBsPCqEEEIIIYQoWBLwCCGEEEIIIQqWBDxCCCGE\nEEKIgiUBjxBCCCGEEKJgScAjhBBCCCGEKFgS8AghhBBCCCEKlgQ8QgghhBBCiIIlAY8QQgghhBCi\nYEnAI4QQQgghhChYEvAIIYQQQgghCpYEPEIIIYQQQoiCJQGPEEIIIYQQomBJwCOEEEIIIYQoWLZU\nKmX2GIQQQgghhBBiXkiGRwghhBBCCFGwJOARQgghhBBCFCwJeIQQQgghhBAFSwIeIYQQQgghRMGS\ngEcIIYQQQghRsCTgEUIIIYQQQhQsCXiEEEIIIYQQBUsCHiGEEEIIIUTBkoDH4pRSdqWU1+xxCFBK\n2ZRSLrPHsVgppRxKqbr0z/LZZQKllFMp9V6l1Eazx7KYyXHBGuSYYD45LpgvX44LTrMHICamlHo3\ncDPQppT6InBG07SUycNadJRSNqAC+BTwbeBFc0e0+Cil/MBnADfwJ5qmJU0e0qKjlLob+CCwAWgw\neTiLlhwXzCfHBGuQ44L58um4INGwRSmlLgN+H/groBd4L3CLqYNaZNIHNdJfJpYDdwPXKqUqTB3Y\nImE8/2lxYAWwQil1R/p6hykDW0TSmYSAUupB4E7gHcAPgTJzR7Y4yXHBXHJMMJ8cF8yXr8cFCXgs\nRClVqpQKpH+9DmjTNK0F+CpwEv2DtdK0AS4i6ec5kHXRNcB/AesAS6dtC0GO538J0AN8DrhDKVUD\nSCnJPErPQZGmaUHgw5qm3QOcA5qBdlMHt4jIccEa5JhgPjkumC+fjwsS8FjLp4H3p39+AP1AtkzT\ntE7g5fTlK0wZ2SKilPog8D/Ap5RS/zt98aOapv0ZcAa4QSnVZNoAC9yYdvJ2vAAAB35JREFU5//D\n6YuHgSeBw8AW4KdA05izfWKOjJ0DTdOOAGia1gcMAVeaOb5FRo4LJpNjgvnkuGC+fD8uSMBjEUqp\n64DfA65QSm3QNO0s+pv34wCapj0HrAI86dvLG3oeKKVWo5eIvA74AnCLUuptmqYdSt/ku+hnMrYp\npdwmDbNg5Xj+b1RK3YP+2n87+lntc8BFoFvWLsy9MXPwefQ5eGf6ukrgGDBo3ggXDzkumE+OCeaT\n44L5CuG4IAGPdSwB/hX4JXo9JMBngcuVUm9USi0HfKTnTN7Q86YGOASENE1rA/4G+JhSygmQ/sKx\nD71utd60URausc//p4BPAl5gP/C3wBuBo8AfmTTGQjd2Dv4v8BGllFPTtG6gHLgVpCvSApDjgvnk\nmGA+OS6YL++PC5Yc1GJgnInLemHcj14P/CJQrZR6jaZpg8CHgR3AD4Afa5r2OzPGW4jSi+6K0j8b\nZ0Z7gZVAg1LKpmnaXmAv8L6su/4b8K+app1Z0AEXmGk+/08BvwW2aZr2fk3TngeSwD9pmvZVUwZe\nQGb4HvhA+vpvAm9SSjmkK9LcyJ6H9O9yXDBBur3u2GOzHBMW0DTnQI4L82iG74O8OS5IwLOAlFKv\nVUp9M+t3u/HC0DQtomnaeeA48Bhwd/qF85CmaR8BrtI07TumDLwAKaXej/5FYlP6Ilv6TXwEPTX7\nJsBYCPwE0J2+n13TtKimaU8v8JALygyf/6eBU+n7OTVNS2qa1rHQYy40s3gPdABomvYCsFXTtMTC\njrgwjZ0HOS6YQyn1UeBfgNvTF8kxYYHNcA7kuDAPZvE+yJvjgi2Vkgz4QlFK/QXw98D2rPpfo067\nWNO0B9O/r0av0f6epmm/NmWwBUopVQ38Dv3M6efSZ0uzr9+OvvjxGqAF/YvGB4FPaZr2ywUebsGR\n5998MgfWMI15kOPCAlBKeYB/AGLA14FNmqb9OOt6eT/MM5kD8y2GOZCAZwEYZ+zSHS52AOWapt2W\nfoF9Dn3Dpj/XNO1g+vZOoEzTtC7zRl24lFI/An6B/ryXo6dq/wp9MeRW4F701pa70WtSv6Vp2m/M\nGW3hkefffDIH1jDFPGxCjgvzTun7tnwJfR+R16FvyN6OfnJS3g8LQObAfIthDiTgmSdKqfcAKU3T\nvpF+IXmAr2uadq9S6kX0dPjXgKNGaz8xP3LMxdvRN+z7OnrHo/9Grwf+qqZpF80baWGS5998MgfW\nIPNgDWPmYQnwUaAVvdPXQ4zMw5fS7b/FHJM5MN9imwNZwzN/rgU+qpTyp2safcAJpdS9gA3YDDxi\nBDtKdgeeT2Pn4jDwZeC76Tfx+4E70Dcwk7mYe/L8m0/mwBpkHqwhex5a0fcQeT1wKL0O5H3Aa9Ez\nbjIP80PmwHyLag4k4JkjSqm6rJ/XAwOABvxd+uJy9IPZNei9zPejly4AYOWFXvlmkrn4TPriF9H3\nTqhI/74UeEDTtDjIXFwqef7NJ3NgDTIP1jDJPPx9+uKvAeeBTekvdcuAx2Qe5o7MgfkW+xxISdsl\nUvruyp9E71H+APAroA+oQ69/PADcoWnaYaXUJk3TDqTvtwpYrmnao6YMvABNcy5u0zTtqFLqBvR6\n1Eb0dpaf1TTtcTPGXSjk+TefzIE1yDxYwzTn4bWaph1RSt0J3ACsAfzA/9M07VdmjLuQyByYT+ZA\nJxmeS3cfer3jn6NvOvYhIKHphoDvAJ8GyAp2nJqmnZBgZ87dx9RzYZxZ/S167fznNE27Rb5gzIn7\nkOffbPchc2AF9yHzYAX3MfU8/G36tj/XNO3PgE9omnZNoXzJs4D7kDkw233IHEiGZzaUUm8D9qC3\n5luOHgGfTGdt3g20a5r2xazbtwN/qmnaz8wYbyGTuTCXPP/mkzmwBpkHa5B5MJ/MgflkDsaTDM8M\nKaU+i96O74vojQfeCrwnffVZ4NfAUqVURdbd3oJeJynmkMyFueT5N5/MgTXIPFiDzIP5ZA7MJ3OQ\nmwQ8M1cKfEPTtP3oPcu/DNyjlNqiaVoEuAh4gSGllA1A07THNE171bQRFy6ZC3PJ828+mQNrkHmw\nBpkH88kcmE/mIAen2QPIJ0opO/ATYF/6oj9E3zTuIPBFpdS7gBuBSsChadqwKQNdBGQuzCXPv/lk\nDqxB5sEaZB7MJ3NgPpmDickanllSSpWgpwVfp2naBaXUx9Bbi9YCH9I07YKpA1xEZC7MJc+/+WQO\nrEHmwRpkHswnc2A+mYPRJMMze43oL6RSpdQ/A4eAj2iaFjN3WIuSzIW55Pk3n8yBNcg8WIPMg/lk\nDswnc5BFAp7Zuxb4CLAN+HdN075v8ngWM5kLc8nzbz6ZA2uQebAGmQfzyRyYT+YgiwQ8szcM/DXw\nj4upBtKiZC7MJc+/+WQOrEHmwRpkHswnc2A+mYMsEvDM3nc0TZMFUNYgc2Euef7NJ3NgDTIP1iDz\nYD6ZA/PJHGSRpgVCCCGEEEKIgiX78AghhBBCCCEKlgQ8QgghhBBCiIIlAY8QQgghhBCiYEnAI4QQ\nQgghhChYEvAIIYQQQgghCpYEPEIIIYQQQoiC9f8B/U/j4MyM/CQAAAAASUVORK5CYII=\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x12001df90>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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OY+t2FPJOaCxtE6J9iEkmLJweGzzUO4K+cvEMzowN1r9XSVscyD62Tk5gfhtA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\nRU5ErkJggg==\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x11fd5aa50>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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kcDjGXWVq72EdE7ITgQkAABtZlqUfPWqqtSvxYTTH49Td71in3JG/7AN2euO0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\nYTWy08gAAAAASUVORK5CYII=\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x12189bcd0>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "alpha阿尔法:0.1310\n",
      "beta贝塔:0.1100\n",
      "Information信息比率:0.0210\n",
      "策略Sharpe夏普比率: 1.8907\n",
      "基准Sharpe夏普比率: 0.5012\n",
      "策略波动率Volatility: 0.0742\n",
      "基准波动率Volatility: 0.1689\n"
     ]
    },
    {
     "data": {
      "image/png": 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c6xHoGhpa2OsRAJhEBgcH7Bsgqw/8cZ1jsyqllClJTkuyQ5I31lpHSim3J5lXax1Jcnsp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\nA0xFTC44AnvBAAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x124b9ebd0>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "best_score_tuple_grid = grid_search.best_score_tuple_grid\n",
    "AbuMetricsBase.show_general(best_score_tuple_grid.orders_pd, best_score_tuple_grid.action_pd,\n",
    "                                        best_score_tuple_grid.capital, best_score_tuple_grid.benchmark)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 9.3.4 度量结果的评分"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "from abupy import WrsmScorer\n",
    "# 实例化一个评分类WrsmScorer，它的参数为之前GridSearch返回的score_tuple_array对象\n",
    "scorer = WrsmScorer(score_tuple_array)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style>\n",
       "    .dataframe thead tr:only-child th {\n",
       "        text-align: right;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: left;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>win_rate</th>\n",
       "      <th>returns</th>\n",
       "      <th>sharpe</th>\n",
       "      <th>max_drawdown</th>\n",
       "      <th>score_win_rate</th>\n",
       "      <th>score_returns</th>\n",
       "      <th>score_sharpe</th>\n",
       "      <th>score_max_drawdown</th>\n",
       "      <th>score</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>1426</th>\n",
       "      <td>0.8095</td>\n",
       "      <td>0.1415</td>\n",
       "      <td>0.4983</td>\n",
       "      <td>-0.2163</td>\n",
       "      <td>0.9965</td>\n",
       "      <td>0.6399</td>\n",
       "      <td>0.4063</td>\n",
       "      <td>0.0594</td>\n",
       "      <td>0.5255</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1427</th>\n",
       "      <td>0.8095</td>\n",
       "      <td>0.1253</td>\n",
       "      <td>0.4516</td>\n",
       "      <td>-0.2137</td>\n",
       "      <td>0.9965</td>\n",
       "      <td>0.5790</td>\n",
       "      <td>0.3664</td>\n",
       "      <td>0.0650</td>\n",
       "      <td>0.5017</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1428</th>\n",
       "      <td>0.7619</td>\n",
       "      <td>0.0142</td>\n",
       "      <td>0.1262</td>\n",
       "      <td>-0.2911</td>\n",
       "      <td>0.9944</td>\n",
       "      <td>0.1727</td>\n",
       "      <td>0.1769</td>\n",
       "      <td>0.0182</td>\n",
       "      <td>0.3406</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1429</th>\n",
       "      <td>0.5714</td>\n",
       "      <td>-0.0169</td>\n",
       "      <td>0.0252</td>\n",
       "      <td>-0.2864</td>\n",
       "      <td>0.8965</td>\n",
       "      <td>0.0972</td>\n",
       "      <td>0.1189</td>\n",
       "      <td>0.0196</td>\n",
       "      <td>0.2830</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1430</th>\n",
       "      <td>0.0000</td>\n",
       "      <td>-0.0821</td>\n",
       "      <td>-0.0282</td>\n",
       "      <td>-0.4167</td>\n",
       "      <td>0.0007</td>\n",
       "      <td>0.0322</td>\n",
       "      <td>0.0979</td>\n",
       "      <td>0.0014</td>\n",
       "      <td>0.0330</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "      win_rate  returns  sharpe  max_drawdown  score_win_rate  score_returns  \\\n",
       "1426    0.8095   0.1415  0.4983       -0.2163          0.9965         0.6399   \n",
       "1427    0.8095   0.1253  0.4516       -0.2137          0.9965         0.5790   \n",
       "1428    0.7619   0.0142  0.1262       -0.2911          0.9944         0.1727   \n",
       "1429    0.5714  -0.0169  0.0252       -0.2864          0.8965         0.0972   \n",
       "1430    0.0000  -0.0821 -0.0282       -0.4167          0.0007         0.0322   \n",
       "\n",
       "      score_sharpe  score_max_drawdown   score  \n",
       "1426        0.4063              0.0594  0.5255  \n",
       "1427        0.3664              0.0650  0.5017  \n",
       "1428        0.1769              0.0182  0.3406  \n",
       "1429        0.1189              0.0196  0.2830  \n",
       "1430        0.0979              0.0014  0.0330  "
      ]
     },
     "execution_count": 21,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "scorer.score_pd.tail()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "658    0.9740\n",
       "664    0.9696\n",
       "808    0.9678\n",
       "688    0.9664\n",
       "670    0.9608\n",
       "838    0.9593\n",
       "682    0.9577\n",
       "676    0.9577\n",
       "694    0.9549\n",
       "657    0.9505\n",
       "807    0.9460\n",
       "754    0.9458\n",
       "687    0.9455\n",
       "724    0.9430\n",
       "814    0.9404\n",
       "Name: score, dtype: float64"
      ]
     },
     "execution_count": 22,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# score_tuple_array[658]与grid_search.best_score_tuple_grid是一致的\n",
    "sfs = scorer.fit_score()\n",
    "# 打印前15个高分组合\n",
    "sfs[::-1][:15]"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 9.3.5 不同权重的评分"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "买入后卖出的交易数量:51\n",
      "买入后尚未卖出的交易数量:19\n",
      "胜率:82.3529%\n",
      "平均获利期望:16.2075%\n",
      "平均亏损期望:-7.6414%\n",
      "盈亏比:8.8162\n",
      "策略收益: 49.7671%\n",
      "基准收益: 15.0841%\n",
      "策略年化收益: 24.8835%\n",
      "基准年化收益: 7.5420%\n",
      "策略买入成交比例:62.8571%\n",
      "策略资金利用率比例:41.3748%\n",
      "策略共执行504个交易日\n",
      "alpha阿尔法:0.1810\n",
      "beta贝塔:0.3710\n",
      "Information信息比率:0.0485\n",
      "策略Sharpe夏普比率: 1.4955\n",
      "基准Sharpe夏普比率: 0.5012\n",
      "策略波动率Volatility: 0.1420\n",
      "基准波动率Volatility: 0.1689\n"
     ]
    }
   ],
   "source": [
    "# 实例化WrsmScorer，参数weights，只有第二项为1，其他都是0，\n",
    "# 代表只考虑投资回报来评分\n",
    "scorer = WrsmScorer(score_tuple_array, weights=[0, 1, 0, 0])\n",
    "# 返回排序后的队列\n",
    "scorer_returns_max = scorer.fit_score()\n",
    "# 因为是倒序排序，所以index最后一个为最优参数\n",
    "best_score_tuple_grid = score_tuple_array[scorer_returns_max.index[-1]]\n",
    "# 由于篇幅，最优结果只打印文字信息\n",
    "AbuMetricsBase.show_general(best_score_tuple_grid.orders_pd,\n",
    "                            best_score_tuple_grid.action_pd,\n",
    "                            best_score_tuple_grid.capital,\n",
    "                            best_score_tuple_grid.benchmark,\n",
    "                            only_info=True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 24,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "([{'class': abupy.FactorBuyBu.ABuFactorBuyBreak.AbuFactorBuyBreak, 'xd': 42},\n",
       "  {'class': abupy.FactorBuyBu.ABuFactorBuyBreak.AbuFactorBuyBreak, 'xd': 60}],\n",
       " [{'class': abupy.FactorSellBu.ABuFactorCloseAtrNStop.AbuFactorCloseAtrNStop,\n",
       "   'close_atr_n': 1.5}])"
      ]
     },
     "execution_count": 24,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# 最后打印出只考虑投资回报下最优结果使用的买入策略和卖出策略\n",
    "best_score_tuple_grid.buy_factors, best_score_tuple_grid.sell_factors"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 25,
   "metadata": {
    "scrolled": false
   },
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "买入后卖出的交易数量:21\n",
      "买入后尚未卖出的交易数量:9\n",
      "胜率:85.7143%\n",
      "平均获利期望:19.0903%\n",
      "平均亏损期望:-9.2893%\n",
      "盈亏比:9.4105\n",
      "策略收益: 21.5035%\n",
      "基准收益: 15.0841%\n",
      "策略年化收益: 10.7518%\n",
      "基准年化收益: 7.5420%\n",
      "策略买入成交比例:86.6667%\n",
      "策略资金利用率比例:44.3042%\n",
      "策略共执行504个交易日\n"
     ]
    },
    {
     "data": {
      "image/png": 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1yuvxOu8cczYXzTqfcDTMTzf9mj3t+3i2ejU72nbzwv5XhnxOITRRNYrL10ah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\nAAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x11f619890>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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1NFW2gxat91sftxMDGCIaeu0IQo6z0G/l+70f7kFPR7GS0Z5PbKYC0VH04gT1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K7Udx29qtVK341ZuktzRtZKc0bWSnNG1qrX58xKwdVqlpBdBrJXcFvBy9XOVYCptQ5w\nsx09tJeBUg4Az1Ub583iAL7nUB0uUR0ucc8d+7s9JBERERHpM6vJwHwFuBf4R2PMq4FvZc59F7jV\nGHMdMEOyfOxD6z7KdXZwbJS3v/4Ax06c5QeTs7jNpCtWHEMcJ92zgjDTSctbn3P9fv0X+rvzOY8d\nxRw37R7QBpAiIiIi8rysJoD5DPA6Y8wJki/R32GMeRswYK39C2PMrwNfIMnmPGCtfXrjhrt+Do6N\ncnBstOfTZyIiIiIisuCaAYy1NgLeu+jwY5nznwU+u87jEhERERERWaI3dpUUERERERFZBQUwIiIi\nIiLSNxTAiIiIiIhI31AAIyIiIiIifUMBjIiIiIiI9A0FMCIiIiIi0jcUwIiIiIiISN9QACMiIiIi\nIn1DAYyIiIiIiPQNBTAiIiIiItI3FMCIiIiIiEjfUAAjIiIiIiJ9w4njuNtjEBERERERWRVlYERE\nREREpG8ogBERERERkb6hAEZERERERPqGAhgREREREekbCmBERERERKRvKIAREREREZG+oQBGRERE\nRET6ht/tAXSDMcYFPgrcBswD77LWnunuqKTXGGNeBfyhtfZuY8wtwMeBGDgF/JK1NjLG/CLwHiAA\nPmit/beuDVi6xhiTAx4A9gMF4IPAd9CckWUYYzzgfsCQzJH3AnNozsg1GGN2ASeB15HMiY+jOSPL\nMMY8AlxuPR0Hfp8tMGe2awbmzUDRWns78D7gw10ej/QYY8xvAn8JFFuH/gh4v7X2tYAD3GeM2QP8\nCvAa4A3AHxhjCt0Yr3Td24HJ1vx4I/BnaM7Iyu4FsNa+Bng/yU2F5oysqPVlyZ8D9dYhzRlZljGm\nCDjW2rtb/7yDLTJntmsAcxT4PIC19qvAke4OR3rQE8BPZZ4fBr7Uevw54MeBVwJfsdbOW2ungTPA\noU0dpfSKTwIfaD12SL7B0pyRZVlr/xl4d+vpPmAKzRm5tg8BHwN+0HquOSMruQ0oG2OOG2P+0xjz\narbInNmuAcwgMJ15HhpjtuVyOrk6a+2ngWbmkGOtjVuPa8AQS+dRely2GWvtjLW2ZoypAJ8i+UZd\nc0ZWZK0NjDF/A/wp8Ak0Z2QFxphfACastV/IHNackZXMkgS9byBZprpl/p7ZromrOF4AAAGPSURB\nVAHMZaCSee5aa4NuDUb6QpR5XCH5tnTxPEqPyzZkjLkR+C/g76y1f4/mjKyCtfbngQMk9TClzCnN\nGVnsncDrjDFfBF4G/C2wK3Nec0YWOw08aK2NrbWngUlgd+Z8386Z7RrAfAX4CYBWOu1b3R2O9IFH\njTF3tx6/Cfhv4OvAa40xRWPMEPASkoI42WaMMbuB48BvWWsfaB3WnJFlGWN+1hjz262nsyQB78Oa\nM7Ica+2d1tq7rLV3A98Afg74nOaMrOCdtOq8jTHXk2Rajm+FObNdl019huRbjBMk69Xf0eXxSO/7\nDeB+Y0we+C7wKWttaIz5CMkffhf4XWvtXDcHKV3zO8AI8AFjTFoL86vARzRnZBn/BPy1MebLQA74\nNZJ5or9nZC30/yZZyV8BHzfGPETSdeydwEW2wJxx4ji+9k+JiIiIiIj0gO26hExERERERPqQAhgR\nEREREekbCmBERERERKRvKIAREREREZG+oQBGRERERET6hgIYERERERHpGwpgRERERESkb/w/2ViF\nghndFT0AAAAASUVORK5CYII=\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x11dec9790>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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zSfPqZ1gu5na72LyqLDZd29BNQ1vvGFuIiFP0DS4iIjLFjpxuo7GtDwCXC25Y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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x12bc4aa10>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "alpha阿尔法:0.0724\n",
      "beta贝塔:0.4226\n",
      "Information信息比率:0.0092\n",
      "策略Sharpe夏普比率: 0.7392\n",
      "基准Sharpe夏普比率: 0.5012\n",
      "策略波动率Volatility: 0.1464\n",
      "基准波动率Volatility: 0.1689\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "([{'class': abupy.FactorBuyBu.ABuFactorBuyBreak.AbuFactorBuyBreak, 'xd': 60}],\n",
       " [{'class': abupy.FactorSellBu.ABuFactorCloseAtrNStop.AbuFactorCloseAtrNStop,\n",
       "   'close_atr_n': 1.5}])"
      ]
     },
     "execution_count": 25,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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evrln+eeTfH6a5wIAAPgVbmQJAAA0Q8AAAADNEDAAAEAzBAwAANAMAQMAADRDwAAAAM0Q\nMAAAQDMEDAAA0AwBAwAANEPAAAAAzRAwAABAMwQMAADQDAEDAAA0Q8AAAADNEDAAAEAzBAwAANAM\nAQMAADRDwAAAAM0QMAAAQDMEDAAA0AwBAwAANEPAAAAAzRAwAABAMwQMAADQDAEDAAA0Q8AAAADN\nEDAAAEAzBAwAANAMAQMAADRDwAAAAM0QMAAAQDMEDAAA0AwBAwAANEPAAAAAzRAwAABAMwQMAADQ\nDAEDAAA0Q8AAAADNEDAAAEAzBAwAANAMAQMAADRjeF0vKKUMJjkzyZ5JxpMcUWtdvIbXLUryy1rr\n0dM+JQAAQKa2B+bAJHNqrfskOTrJaau/oJTyx0meO82zAQAAPM5UAma/JJcnSa316iR79S4speyb\n5EVJPjPt0wEAAPRY5yFkSRYkub/n8aOllOFa68pSynZJjk9yUJI3T+UbLlw4N8PDQ09+UqbVvHmz\n+z0CXXO9F301OjrS7xEAHsffJVi7qQTMA0l6f5MGa60ru/8+JMk2SS5L8utJ5pZSbq61nv9EK1uy\nZPl6jsp0WrZsvN8jkGTLJMu9F301Nra03yMAPGZ0dMTfJcjaQ34qAXNlktcl+XIpZe8kN0wuqLWe\nkeSMJCmlvDXJb64tXgAAAJ6KqQTMRUn2L6VclWQgyeGllEOTzK+1LprR6QAAAHqsM2BqrauSHLXa\n0zev4XXnT9NMAAAAa+RGlgAAQDMEDAAA0AwBAwAANEPAAAAAzRAwAABAMwQMAADQDAEDAAA0Q8AA\nAADNEDAAAEAzBAwAANAMAQMAADRDwAAAAM0QMAAAQDMEDAAA0AwBAwAANEPAAAAAzRAwAABAMwQM\nAADQDAEDAAA0Q8AAAADNEDAAAEAzBAwAANAMAQMAADRDwAAAAM0QMAAAQDMEDAAA0AwBAwAANEPA\nAAAAzRAwAABAMwQMAADQDAEDAAA0Q8AAAADNEDAAAEAzBAwAANAMAQMAADRDwAAAAM0QMAAAQDME\nDAAA0AwBAwAANEPAAAAAzRAwAABAM4bX9YJSymCSM5PsmWQ8yRG11sU9y9+Y5OgkE0m+UGs9fYZm\nBQAANnNT2QNzYJI5tdZ90gmV0yYXlFKGknwsySuT7JPkT0sp28zEoAAAAFMJmP2SXJ4ktdark+w1\nuaDW+miS3Wut9yfZOslQkhUzMCcAAMC6DyFLsiDJ/T2PHy2lDNdaVyZJrXVlKeXgJH+b5NIky9a2\nsoUL52Z4eGh952WazJs3u98j0DXXe9FXo6Mj/R4B4HH8XYK1m0rAPJCk9zdpcDJeJtVav1ZKuTjJ\n+Un+IMnfPdHKlixZvh5jMt2WLRvv9wgk2TLJcu9FX42NLe33CACPGR0d8XcJsvaQn8ohZFcmOSBJ\nSil7J7lhckEpZUEp5bullNm11lXp7H1Z9dTGBQAAWLOp7IG5KMn+pZSrkgwkObyUcmiS+bXWRaWU\nLyT5XinlkST/keSCmRsXAADYnK0zYLp7Vo5a7embe5YvSrJomucCAAD4FW5kCQAANEPAAAAAzRAw\nAABAMwQMAADQDAEDAAA0Q8AAAADNEDAAAEAzBAwAANAMAQMAADRDwAAAAM0QMAAAQDMEDAAA0AwB\nAwAANEPAAAAAzRAwAABAMwQMAADQDAEDAAA0Q8AAAADNEDAAAEAzBAwAANAMAQMAADRDwAAAAM0Q\nMAAAQDMEDAAA0AwBAwAANEPAAAAAzRAwAABAMwQMAADQDAEDAAA0Q8AAAADNEDAAAEAzBAwAANAM\nAQMAADRDwAAAAM0QMAAAQDMEDAAA0AwBAwAANEPAAAAAzRAwAABAMwQMAADQDAEDAAA0Y3hdLyil\nDCY5M8meScaTHFFrXdyz/PeTvDvJyiQ3JPnTWuuqmRkXAADYnE1lD8yBSebUWvdJcnSS0yYXlFK2\nSHJikt+ptb44yZZJXjsTgwIAAEwlYPZLcnmS1FqvTrJXz7LxJPvWWpd3Hw8neXhaJwQAAOha5yFk\nSRYkub/n8aOllOFa68ruoWJ3JUkp5c+SzE/yjbWtbOHCuRkeHlrfeZkm8+bN7vcIdM31XvTV6OhI\nv0cAeBx/l2DtphIwDyTp/U0arLWunHzQPUfmlCS7JXljrXVibStbsmT52hazgSxbNt7vEUjnmMvl\n3ou+Ghtb2u8RAB4zOjri7xJk7SE/lUPIrkxyQJKUUvZO50T9Xp9JMifJgT2HkgEAAEy7qeyBuSjJ\n/qWUq5IMJDm8lHJoOoeLXZfkbUm+n+RbpZQkOb3WetEMzQsAAGzG1hkw3fNcjlrt6Zt7/u1eMgAA\nwAYhPgAAgGYIGAAAoBkCBgAAaIaAAQAAmiFgAACAZggYAACgGQIGAABohoABAACaIWAAAIBmCBgA\nAKAZw/0eAACAji/feEmWLxvv9xibvdfs8qp+j8Ba2AMDAAA0Q8AAAADNEDAAAEAzBAwAANAMAQMA\nADRDwAAAAM0QMAAAQDMEDAAA0AwBAwAANEPAAAAAzRju9wAAQP9d/P1b+j0CSbbcrd8TwMbPHhgA\nAKAZAgYAAGiGgAEAAJohYAAAgGYIGAAAoBkCBgAAaIaAAQAAmiFgAACAZggYAACgGQIGAABohoAB\nAACaIWAAAIBmCBgAAKAZAgYAAGiGgAEAAJohYAAAgGYIGAAAoBkCBgAAaIaAAQAAmjG8rheUUgaT\nnJlkzyTjSY6otS5e7TVzk3wjydtqrTfPxKAAAABT2QNzYJI5tdZ9khyd5LTehaWUvZJ8L8mu0z8e\nAADAf5lKwOyX5PIkqbVenWSv1ZbPTnJQEnteAACAGbXOQ8iSLEhyf8/jR0spw7XWlUlSa70ySUop\nU/qGCxfOzfDw0JOdk2k2b97sfo9A11zvRV+Njo70ewTYKNgubDxsF/rPtmHjNpWAeSBJ77s4OBkv\n62PJkuXr+6VMo2XLxvs9Akm2TLLce9FXY2NL+z0CbBRsFzYOtgsbB9uG/ltbRE7lELIrkxyQJKWU\nvZPcMD1jAQAAPDlT2QNzUZL9SylXJRlIcngp5dAk82uti2Z0OgAAgB7rDJha66okR6329K+csF9r\nffk0zQQAALBGbmQJAAA0Q8AAAADNEDAAAEAzBAwAANAMAQMAADRDwAAAAM0QMAAAQDMEDAAA0AwB\nAwAANEPAAAAAzRAwAABAMwQMAADQDAEDAAA0Q8AAAADNEDAAAEAzBAwAANAMAQMAADRDwAAAAM0Q\nMAAAQDMEDAAA0AwBAwAANEPAAAAAzRAwAABAMwQMAADQDAEDAAA0Q8AAAADNEDAAAEAzBAwAANAM\nAQMAADRDwAAAAM0QMAAAQDMEDAAA0AwBAwAANEPAAAAAzRAwAABAMwQMAADQDAEDAAA0Q8AAAADN\nEDAAAEAzBAwAANAMAQMAADRjeF0vKKUMJjkzyZ5JxpMcUWtd3LP8dUmOS7IyyXm11rNnaFYAAGAz\nN5U9MAcmmVNr3SfJ0UlOm1xQSpmV5JNJXpXkZUmOLKX82kwMCgAAMJWA2S/J5UlSa706yV49y3ZP\nsrjWuqTWuiLJFUleOu1TAgAAZAqHkCVZkOT+nsePllKGa60r17BsaZIt17ay0dGRgSc9JdPu7Qfv\n2e8RSNI5MhOg/2wXNhbeB1iXqeyBeSDJSO/XdONlTctGktw3TbMBAAA8zlQC5sokByRJKWXvJDf0\nLPtxkv9WStmqlPK0dA4f+8G0TwkAAJBkYGJiYq0v6LkK2R5JBpIcnuS3ksyvtS7quQrZYDpXIfvb\nmR0ZAADYXK0zYAAAADYWbmQJAAA0Q8AAAADNEDAAAEAzBAwAANAMAQMbqVLKQCnFjV8BWKPJbYRt\nBZsbAQMboVLKYK11otY6UUoZ7vc8AGx8utuIoSQ7JUKGzYeAgY1QrXVVkpRSTkzyyVLKUX0eCYA+\ne4JAOTTJe5JO0GzYiaA/fLILG4HJjVL307SBJHOTfCzJWJLjk/xrKWVpki/aQAFsXro3Ff+tJDsm\n+VopZfckA7XWHyVZleQ/uq8bqrU+2r9JYcNwI0vos+7hYpN7XHZJ8rMkQ0n+OsmVSZ6fZI8kP6y1\nHt+3QQHYoEopT0vy2iQ/SvLzJP+Z5PQkOycZT/LdJDcm+WSt9b/3aUzY4BxCBn3S/UQttdZVpZS5\npZQPJfmnJH+VzuEAY0k+nOTyWuvvJtmylLJr3wYGYIMppbwlyQ7pxMtPkjwzyc1JfrfW+tZ0QuaY\ndD7guqOUsnWfRoUNTsBAn/TsdXltkguSrEzyoiSXJXlZkuVJ/jHJy0op1yS5N8kt/ZkWgA2hlPKa\nUsqWSV6R5PAkd6bzodYrkvxukoWllFd0Dx97V5JnJ3l1kvv7NDJscAIGNpDVT74spby6lPLZJNsm\n2TrJ7bXWB5Nckc7xzDcmOTXJbUkOqbV+xPkvAJumUsrc7j8nkjyc5IQk+6RzuNiKdM5/eTSdPfOn\nlFJGk3y31npMkuvTCRzYLAgY2AC6J1ZO9DzeJslpSe6otZ6X5Nwkr+o+v3OSFyb5Sa31rlrrebXW\n20opgy6RCbDpKaXMSfI7pZTdkvyfJH+WZNckn01yRJJ/Sef/s/1erfULSe5IZw/9rt2vvS/JrX0Y\nHfpCwMAGUGt9tHuey8dLKe9IskWSM5Ls213+uXSuCnh+kpOTXFhr/X+9Nymrta6yBwZg09FzLuTD\nSfZM8sUkb0vnsLFPdbcNv5HkGUmuSfKiUsqeSf5nkpfUWn+SztXJfpRk8Yb/CaA/BAzMgO6NxXof\nvzTJN5I8ks6G6E/SOWH/F6WUt3Vf9tdJRpJ8oNZ6TvJf1/QXLgCbjlLKQO8VKLt+lM7hxAO11gvS\n2T4cmeSkJH+RzmHF30rys1rr0p7LJV9daz1xtXXBJs1llGEalVKenWSw1npD9/GCWusDpZRD0tnl\nf0s693dZkOQz6QTN3yT5rVrreCnl75LcneQva62P9OWHAGBGlFKeXmu9r+fxbukEyvVJvppktySv\nTOf+X1snuTadD73+MsmZtdZfbPChYSMkYGCalFLmJ3lHOrv7j0/y8XRC5Yx0du2/Icnzknw6nSvH\nbJnkfyWZU2u9qbuOZyTZudZ65Qb/AQCYMaWUnZJ8Psnba621lHJYkj9I5zyXndKJl8OTnJPk39PZ\na/+OJF+qtV7Rs54Be+XZ3AkYeIp673zc3QPzniTPSeeQsEeSnF5rfWYp5VNJvplkbpJDk5xba72o\nZz02SgCbmO55LhO11olSyhlJHkjywSQHpHPy/VCS/5HOOTDHJrk9nb0y/57k45PbBdsI+C8CBqZJ\nKeXQJPulcyWYw2qte3SfvzTJ/07n+Obju8vfX2u9tz+TAjDTuhdhGeg9N6WUsm2SC5McnWRJOhGz\nfTqHEh+T5OXpfAA2XGsdn1yPcIHHEzDwFHWv3X9OkoeSXJTkaencVOz/1lo/XUopSW5KslWSR2ut\ny7pft/oJnABsAnqjo3vo2IeT3JVOvLwwyQvSCZZjkvxrkt9OMivJxbXWb0yuI3ERF1iT4X4PAJuA\nWd3//mOSFyXZLskuSXYspXyze6zz3rXWBya/QLwAbLq6h4sNJnlLkjcmuSTJWDo3Jz46yWvSOSfy\n+iQvS/LzWutJq69jgw4NDbEHBp6i7iWTX5zOPV1uT/JvSU5M8rMk/zz5aRoAm49Syu+lc27LHbXW\nP+s+9zfpXJHyhnQu5vLmJEt7zqP04RZMgfvAwFPU3fD8IMlP09kbc2KSnyQ5VrwAbD5KKb/ZPWQs\n6dzXqya5uZTynO5zP0yyRa310iRH1lrv697oeGDyhsX9mBtaYw8MTJPu3ZGPTOeSl9/vPufkS4DN\nRCnlHUmeneTb6Rwedlk650YuTOdqY89P8o5a69Xd19tGwHoQMDBDHAoAsHnpnni/W5KvJDklyV5J\nTus+t1Ot9bw+jgebDAED00y4AGzeSikvTefk/T9OMr/WurJn2WP3DgPWj4ABAJgBpZS9aq3XTR4q\n5pAxmB4CBgBghogWmH4CBgAAaIbLKAMAAM0QMAAAQDMEDAAA0AwBAwAANEPAAAAAzRAwAABAM/4/\njiFvtv/iqCMAAAAASUVORK5CYII=\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x1243d4810>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# 只有第一项为1，其他都是0代表只考虑胜率来评分\n",
    "scorer = WrsmScorer(score_tuple_array, weights=[1, 0, 0, 0])\n",
    "# 返回按照评分排序后的队列\n",
    "scorer_returns_max = scorer.fit_score()\n",
    "# index[-1]为最优参数序号\n",
    "best_score_tuple_grid = score_tuple_array[scorer_returns_max.index[-1]]\n",
    "AbuMetricsBase.show_general(best_score_tuple_grid.orders_pd,\n",
    "                            best_score_tuple_grid.action_pd,\n",
    "                            best_score_tuple_grid.capital,\n",
    "                            best_score_tuple_grid.benchmark,\n",
    "                            only_info=False)\n",
    "\n",
    "# 最后打印出只考虑胜率下最优结果使用的买入策略和卖出策略\n",
    "best_score_tuple_grid.buy_factors, best_score_tuple_grid.sell_factors"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "\n",
    "## 9.4 资金限制对度量的影响"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "关闭沙盒数据环境\n",
    "\n",
    "如下内容即不能使用沙盒环境, 建议对照阅读*abu量化文档－第十九节* 以及之后的内容"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "disable example env\n"
     ]
    }
   ],
   "source": [
    "abupy.env.disable_example_env_ipython()\n",
    "\n",
    "from abupy import AbuMetricsBase, AbuFactorCloseAtrNStop, AbuFactorPreAtrNStop, AbuFactorAtrNStop, AbuFactorBuyBreak\n",
    "from abupy import abu, EMarketDataFetchMode, EMarketTargetType, EStoreAbu, EMarketSourceType, EDataCacheType, ABuProgress\n",
    "import ipywidgets"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "所有获取的数据已经存放在百度云盘上，后面的章节使用的数据都是本节更新的数据，建议直接从云盘下载入库完毕的数据库，不需要从各个数据源再一个一个的下载数据进行入库，百度云地址如下：\n",
    "\n",
    "[csv格式美股，A股，港股，币类，期货6年日k数据](https://pan.baidu.com/s/1geNZgqf) 密码: gvtr\n",
    "\n",
    "下面数据存贮格式为hdf5数据，由于hdf5文件解压后非常大，还需要区分python版本，所以如果没有足够的存贮空间\n",
    "特别是python2下，建议使用csv格式的缓存文件：\n",
    "\n",
    "[mac系统python3 美股，A股，港股，币类，期货6年日k数据](https://pan.baidu.com/s/1o8sldNk) 密码: ecyp\n",
    "\n",
    "[mac系统python2 A股6年日k数据: ](https://pan.baidu.com/s/1bptn25h) 密码: sid8\n",
    "\n",
    "[mac系统python2 美股6年日k数据: ](https://pan.baidu.com/s/1geHR9Lp) 密码: uaww\n",
    "\n",
    "[windows python3 美股，A股，港股，币类，期货6年日k数据](https://pan.baidu.com/s/1bzeVHO) 密码: 3cwe\n",
    "\n",
    "[windows python2 A股6年日k数据: ](https://pan.baidu.com/s/1skZOe7N) 密码: 78mb\n",
    "\n",
    "[windows python2 美股6年日k数据: ](https://pan.baidu.com/s/1i5MNzKx) 密码: 63r3\n",
    "\n",
    "下载完毕上述数据后，hdf5解压得到df_kl.h5文件，csv解压得到csv文件夹，解压后放到下面路径下即可"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "if abupy.env.g_is_mac_os:\n",
    "    !open $abupy.env.g_project_data_dir\n",
    "else:\n",
    "    !echo $abupy.env.g_project_data_dir"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "如果不想通过直接下载数据文件的方式，也可下面通过切换至腾讯数据源，然后进行美股数据全市场更新：\n",
    "\n",
    "备注：耗时操作，大概需要运行15分钟左右，可以在做其它事情的时候运行"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "def tx_us():\n",
    "    abupy.env.g_market_source = EMarketSourceType.E_MARKET_SOURCE_tx\n",
    "    abupy.env.g_data_cache_type = EDataCacheType.E_DATA_CACHE_CSV\n",
    "    abu.run_kl_update(start='2011-08-08', end='2017-08-08', market=EMarketTargetType.E_MARKET_TARGET_US, n_jobs=10)\n",
    "\n",
    "# 避免使用notebook运行run all时运行不想执行的代码\n",
    "_ = ipywidgets.interact_manual(tx_us)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "买入因子，卖出因子等依然使用相同的设置，如下所示："
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "# 初始化资金500万\n",
    "read_cash = 5000000\n",
    "\n",
    "# 买入因子依然延用向上突破因子\n",
    "buy_factors = [{'xd': 60, 'class': AbuFactorBuyBreak},\n",
    "               {'xd': 42, 'class': AbuFactorBuyBreak}]\n",
    "\n",
    "# 卖出因子继续使用上一节使用的因子\n",
    "sell_factors = [\n",
    "    {'stop_loss_n': 1.0, 'stop_win_n': 3.0,\n",
    "     'class': AbuFactorAtrNStop},\n",
    "    {'class': AbuFactorPreAtrNStop, 'pre_atr_n': 1.5},\n",
    "    {'class': AbuFactorCloseAtrNStop, 'close_atr_n': 1.5}\n",
    "]"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "将数据读取模式设置为本地数据模式，即进行全市场回测时最合适的模式，运行效率高，且分类数据更新和交易回测。"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "abupy.env.g_data_fetch_mode = EMarketDataFetchMode.E_DATA_FETCH_FORCE_LOCAL"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "下面将回测市场设置为美股市场："
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "abupy.env.g_market_target = EMarketTargetType.E_MARKET_TARGET_US"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "下面通过env中的设置将回测中的symbols切分为回测训练集与回测测试集，且打开回测生成买入时刻特征开关："
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "# 回测时生成买入时刻特征\n",
    "abupy.env.g_enable_ml_feature = True\n",
    "# 回测时将symbols切割分为训练集数据和测试集两份，使用训练集进行回测\n",
    "abupy.env.g_enable_train_test_split = True"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "下面设置回测时切割训练集，测试集使用的切割比例参数，默认为10，即切割为10份，9份做为训练，1份做为测试，由于美股股票数量多，所以切割分为4份，3份做为训练集，1份做为测试集："
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "abupy.env.g_split_tt_n_folds = 4"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "资金管理依然使用默认atr，每笔交易的买入基数资金设置为万分之20，这个值如果设置太大，比如初始默认的0.1的话，将会导致太多的股票由于资金不足无法买入，丧失全市场回测的意义，如果太小的话又会导致资金利用率下降，导致最终收益下降：\n",
    "\n",
    "更多资金管理请阅读相关源代码或《量化交易之路》中相关内容"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "# 每笔交易的买入基数资金设置为万分之15\n",
    "abupy.beta.atr.g_atr_pos_base = 0.0015"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "在上面run_kl_update中更新了从2011-08-08至2017-08-08，由于在买入时刻生成特征，所以要保留一年的数据做为特征数据回测时段，所以下面的回测start使用2012-08-08至2017-08-08，即向后推了一年做回测：\n",
    "\n",
    "下面开始回测，第一次运行select：run loop back，然后点击run select，如果已经回测过可select：load train data直接从缓存数据读取："
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "please wait! load_pickle....: /Users/Bailey/abu/data/cache/n5_train_us_capital\n",
      "please wait! load_pickle....: /Users/Bailey/abu/data/cache/n5_train_us_benchmark\n"
     ]
    }
   ],
   "source": [
    "abu_result_tuple = None\n",
    "def run_loop_back():\n",
    "    global abu_result_tuple\n",
    "    abu_result_tuple, _ = abu.run_loop_back(read_cash,\n",
    "                                                   buy_factors,\n",
    "                                                   sell_factors,\n",
    "                                                   choice_symbols=None,\n",
    "                                                   start='2012-08-08', end='2017-08-08', n_process_pick=5)\n",
    "    # 把运行的结果保存在本地，以便之后分析回测使用，保存回测结果数据代码如下所示\n",
    "    abu.store_abu_result_tuple(abu_result_tuple, n_folds=5, store_type=EStoreAbu.E_STORE_CUSTOM_NAME, \n",
    "                               custom_name='train_us')\n",
    "    ABuProgress.clear_output()\n",
    "\n",
    "def run_load_train():\n",
    "    global abu_result_tuple\n",
    "    abu_result_tuple = abu.load_abu_result_tuple(n_folds=5, store_type=EStoreAbu.E_STORE_CUSTOM_NAME, \n",
    "                                                 custom_name='train_us')\n",
    "\n",
    "def select(select):\n",
    "    if select == 'run loop back':\n",
    "        run_loop_back()\n",
    "    else:\n",
    "        run_load_train()\n",
    "\n",
    "_ = ipywidgets.interact_manual(select, select=['run loop back', 'load train data'])"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "下面从回测结果action_pd.deal中可以看到由于很多时候资金不足，导致大约只有1/3的单子成交："
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "False    122574\n",
       "True      58274\n",
       "Name: deal, dtype: int64"
      ]
     },
     "execution_count": 12,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "abu_result_tuple.action_pd.deal.value_counts()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "使用AbuMetricsBase度量结果，从metrics.plot_returns_cmp()函数度量输出中显示，策略买入成交比例为31.7084%："
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "买入后卖出的交易数量:89418\n",
      "买入后尚未卖出的交易数量:2012\n",
      "胜率:46.5220%\n",
      "平均获利期望:8.4475%\n",
      "平均亏损期望:-5.6229%\n",
      "盈亏比:1.3312\n",
      "策略收益: 61.3978%\n",
      "基准收益: 111.5646%\n",
      "策略年化收益: 12.2991%\n",
      "基准年化收益: 22.3484%\n",
      "策略买入成交比例:31.7084%\n",
      "策略资金利用率比例:88.6240%\n",
      "策略共执行1258个交易日\n"
     ]
    },
    {
     "data": {
      "image/png": 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RQxNgjnwJTBEREREROebUNAbXbLn36/OYPjGFq84sBCAmysLps3J6PSclIarPANPYGgw6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\n8SkKrTOx6Mz84ZPHOWavoKS9lI3H36DV2Y5erZMLdiO/43WZq8Z8nuu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KjZoTp4F19rhJ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\nERERGTf+P4Ou47T3yBZtAAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x13a523978>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "metrics_train = AbuMetricsBase.show_general(*abu_result_tuple, only_show_returns=True)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "下面通过env中设置使用刚才切分的测试集美股symbol，它使用pickle读取之前已经切割好的本地化测试集股票代码序列："
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "# 回测时使用切割好的测试数据\n",
    "abupy.env.g_enable_last_split_test = True"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "提高g_atr_pos_base为0.007（因为默认切割训练集与测试集数据比例为4:1，所以提高g_atr_pos_base为之前的大概3-5倍都可以："
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "abupy.beta.atr.g_atr_pos_base = 0.007"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "下面开始回测，第一次运行select：run loop back，然后点击run select_test，如果已经回测过可select：load test data直接从缓存数据读取："
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "please wait! load_pickle....: /Users/Bailey/abu/data/cache/n5_test_us_capital\n",
      "please wait! load_pickle....: /Users/Bailey/abu/data/cache/n5_test_us_benchmark\n"
     ]
    }
   ],
   "source": [
    "abu_result_tuple_test = None\n",
    "def run_loop_back_test():\n",
    "    global abu_result_tuple_test\n",
    "    abu_result_tuple_test, _ = abu.run_loop_back(read_cash,\n",
    "                                                 buy_factors,\n",
    "                                                 sell_factors,\n",
    "                                                 choice_symbols=None,\n",
    "                                                 start='2012-08-08', end='2017-08-08')\n",
    "    # 把运行的结果保存在本地，以便之后分析回测使用，保存回测结果数据代码如下所示\n",
    "    abu.store_abu_result_tuple(abu_result_tuple_test, n_folds=5, store_type=EStoreAbu.E_STORE_CUSTOM_NAME, \n",
    "                               custom_name='test_us')\n",
    "    ABuProgress.clear_output()\n",
    "\n",
    "def run_load_test():\n",
    "    global abu_result_tuple_test\n",
    "    abu_result_tuple_test = abu.load_abu_result_tuple(n_folds=5, store_type=EStoreAbu.E_STORE_CUSTOM_NAME, \n",
    "                                                 custom_name='test_us')\n",
    "\n",
    "def select_test(select):\n",
    "    if select == 'run loop back':\n",
    "        run_loop_back_test()\n",
    "    else:\n",
    "        run_load_test()\n",
    "\n",
    "_ = ipywidgets.interact_manual(select_test, select=['run loop back', 'load test data'])"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "使用AbuMetricsBase度量结果, 测试集策略买入成交比例为20.8674%："
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "买入后卖出的交易数量:29786\n",
      "买入后尚未卖出的交易数量:625\n",
      "胜率:46.5420%\n",
      "平均获利期望:8.4243%\n",
      "平均亏损期望:-5.7298%\n",
      "盈亏比:1.3117\n",
      "策略收益: 63.2158%\n",
      "基准收益: 111.5646%\n",
      "策略年化收益: 12.6633%\n",
      "基准年化收益: 22.3484%\n",
      "策略买入成交比例:20.8674%\n",
      "策略资金利用率比例:90.2922%\n",
      "策略共执行1258个交易日\n"
     ]
    },
    {
     "data": {
      "image/png": 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UtIQI4qK6gpDuqfQWs4m+cutbOhTAiIiIiIjICKlt7ADgzzcu5aIluVxzwQwAbFYLZy3s\nfb3BKZlxfQYwVXX+NWASYsOHpX8KYEREREREjmENLU6efnsX7U7/Oi+1TR1EhVuJirBx0ZJc5k9N\nDR576vysHudfe9FMvrAgO2RExhd44vMZbNpbg9ViJi+z9zViDpUCGBERERGRY9h9z27knfWlvLOu\nFMMwqG3qICkuotdjI8Ot/PrbJwYDmYlpMSwsSMdsCp1C1lmp7L0NZZTXtrGwII2wQBGAoVISv4iI\niIjIMcpnGByoaQX8wUlNYwdOl5cJyVF9npORHM0pczN5f0MZOWkx3drqOqa1w819z25gX3kzUeFW\nLjstf9j6rBEYEREREZFjkM8w2Li7JvjcbDaxo7gegNyM2H7PnTQhlu9cOJOLl04JbjtjQXbw8Yvv\n7w1WKzt5dgbx0WHD1m+NwIiIiIiIHGOaWl385h/rqGpoD25zub28s64Ui9nE3LyUAds4cUZ6yPOz\nT8xhTn4Kdz+1jrU7qoLbE2KHL3gBjcCIiIiIiBxzPthYFgxeIgLru+w90ERNYwfHT08jMyX6kNs0\nmUxkpURz5gkTQ7bHRg5vAKMRGBERERGRY8BnO6t44s0dtDu9wW3z8lM4efYEHnx5K5/v9I+aHDct\nta8mBuWMBdm8vXY/bYGqZpHhw5O830kjMCIiIiIiRzmvz8dDK7cGg5fkuAguWDyZ7106J2R9FqvF\nxKzcpCG9VlSEjdu/fly3LaYhtXcwBTAiIiIiIke5HUX1Ic+/+oWpXLLMn4Bvs3SFBNMnJRIZPvRJ\nWtmpMVx5tp2U+AgKJiUOub3uNIVMREREROQot3pbBQBZKdHERtmYMbkrqLBZuwKY/Mz4YXvNU+dl\nceq8ngtfDtWgAhi73X4icI/D4Tj1oO0XAHcBHuBxh8Px6LD3UEREREREDtuG3dWs3lZJakIEv7h6\nISZT6JSu7gHM4STvj7YBp5DZ7fYfAo8BEQdttwH/C3wROAW4xm63p/dsQURERERExsonW/2jL6cf\nl90jeAGwWbuS7DP6WcByvBhMDsxe4Eu9bC8A9jgcjnqHw+ECVgHLhrNzIiIiIiJy+MqqW1jnqCYu\nysYXDypv3Kl7DkxKfORode2wDTiFzOFwrLDb7ZN72RUHNHZ73gwMOGkuMTEKq3V4S6kdSVJT+1/V\nVGQ46XqT0aTrTUaTrjcZbUfqNffhFv/oy9ScRNLS4no9xu3pKqucnZUwKv0aiqEk8TcB3X+SsUDD\nQCfV17cN4SWPbKmpsVRXN491N+QYoetNRpOuNxlNut5ktB3J11xxuX+84YJFk/p8D4ZhBB+Pl/fZ\nX8A4lABmBzDVbrcnAS34p4/dN4T2RERERERkGNU2dgCQEh/R5zEmk4mrzplOUj/HjCeHHMDY7fav\nATEOh+MRu93+A+Bf+HNpHnc4HGXD3UERERERETk81Q3tRIZbiYqw9Xvc0rmZo9SjoRtUAONwOIqA\nkwKPn+m2/VXg1RHpmYiIiIiIHLZ2p4eK2jamTRz/eS2HYjBVyERERERE5AhTVN6EAUzJ7D15/0il\nAEZERERE5ChUWN4EQG6GAhgRERERERnnCg/4AxiNwIiIiIiIyLi2p7SRDbtrMAFJcUdGdbHBUgAj\nIiIiInIE2VZUx13L1/LOutI+j3lrbQkA6UlRo9WtUaMARkRERERkDD2wYjOPv76jx3ZHST1vfVrC\nW5+W4CipD27/YEMZpdUtPP3vXXzr7nepqOt7ofhvXzBjRPo8loaykKWIiIiIiAyBYRhs2F0DwLfO\nKwjZ/sCKLbQ5PQBER1h54MZlGIbBrv0NIW2s31XNnLxkrBYzEwIjLo2tTixmE5Mm9L2i/ZFKIzAi\nIiIiImPE5fEFH5dUNgcfbymso83pIT87nuzUaFo7PPh8BhV1bTS1uTlxRjr/7+JZALz4/l7uWr6W\nXz75Oe2BgKexxUVcdBhmk2l039AoUAAjIiIiIjKK2jrc/GttCY2tLtY5qoLbf/a3z+hweXhzTTF/\neGETABlJUcEkfKfby56yRgCmZccze0pySLvtTg8bdlfzwnt7qGnsIC4qbJTe0ejSFDIRERERkVFi\nGAbLX9/Bht01PPfunh77H3ttB+t3VXcdD0SEWQB/ANOZ75KZEk14mIWTZ00gITac2VOSufvp9ewo\nqufjrRUALCxIG/k3NAYUwIiIiIiIjJLV2yqCOS/dZaZE4/H4gsHLmcdPpKHFycVLcnnl430AdLi8\nVNW3A13Vxa4+35+k39rhBuCTbf7gJTcjjjNPmDiyb2aMKIARERERERkFTreXp/+9m/AwC/HRYcFg\nBCAuykZ+djyvfVIMwEkz08nN8C9AGW7z37K/9WkxG3fXEBNpIz46dHpYdISNxNhw6pv9yfs3XjYH\nq+XozBZRACMiIiIiMgqefWc37U4PZx4/kdMXZPH+hjImpsXw2Gs7OHV+FvlZ8VTVt7No5oRg8AIQ\nHphC9uGmcmKjbFx70SxMvSTnZ6VGU9/sZP60VGKP0vwXUAAjIiIiIjLifIbBBxsPAJCXFUd6YhRf\nOX0qAPPyU4iKsAFw7UWzepxrGEbw8f+cP4OCSYm9vkbuhDi2FtZxytzM4e7+uKIARkRERERkhDU0\nO4OP509NCdnXGbz0pbapI/j44Mpj3Z1zUg4zc5OYNjHhMHt5ZDg6J8aJiIiIiIwjlYF8l/MXT8Jm\ntRzSuTMmJQFw+Wn5/R4XEWY96oMX0AiMiIiIiMiIKzzgX78lKyXmkM89efYEJmfEkpUSPdzdOiIp\ngBERERERGUE+w+DT7VWYTDAzN+mQzzeZTGSnHnrgc7TSFDIRERERkRH0+c4qSqtbWFiQTkxk//ku\nMjAFMCIiIiIiI8TnM3j5o31YzCYuXpo71t05KiiAEREREREZIfvKm6isa+PEGemkJ0aNdXeOCgpg\nRERERERGyPbiesC/1osMDwUwIiIiIiIjpKK2FYCcCbFj3JOjhwIYEREREZERUl7bhsVsIiUuYqy7\nctRQGWURERERkWFgGAYmkwmAjXtqKDzQRFFFMznpMZjNpjHu3dFDAYyIiIiIyBB9vrOKf7zt4KQZ\nEzhv0SQeeHEzRmDfZaflj2nfjjYKYEREREREhuiptx00t7n59+f7aXd6MICctBhm5yUzY1LiWHfv\nqKIARkRERERkCDxeH01t7uDzVVvKATh30SQWFqSPVbeOWkriFxEREREZgqZWFwDpSaHrvMxV6eQR\noQBGRERERGQIGlr8AczcvGRsVv/t9WWn5RFus4xlt45amkImIiIiIjIEja1OAOJjwrj5K/PYuq+O\npXMyx7hXRy8FMCIiIiIiQ9AYmEKWEB3OtIkJTJuYMMY9OrppCpmIiIiIyBA0BqaQxcWEjXFPjg0K\nYEREREREBsnj9fGzx9fy9Nu7gts6R2DioxXAjAZNIRMRERERGQSfYfD9P31Eu9NLSVULFouJyro2\nymvbAEiICR/jHh4bFMCIiIiIiAzCjuJ62p3e4PO3P9sffJwQE0ZUhG6tR4M+ZRERERGRQXCU1Acf\npydFUVnnH3k5a+FELlici9lkGquuHVMUwIiIiIiIDGBLYS3vbziA2WTiD99bgsVs4uWPCrGYTXxp\nWV5w/RcZeQpgRERERET60eHy8ODLW/D54Mqz7cRE2gD42hnTxrhnxyaFiiIiIiIi/ThQ3YrL7WPp\nnAyWzdUClWNNAYyIiIiIyEHaOjzBx2VVLQBMSIoaq+5INwpgRERERESAyvo2DMNgzbYKvvvHD1m7\noxKAz3f6/81OixnL7kmAcmBERERE5Ji3a38Ddz+9ngXTUtm6rw7DgJLKFhYWpLNuZyWJseHYcxLG\nupvCIAIYu91uBv4CzAWcwP84HI493fZfAdwMeIHHHQ7HQyPUVxERERGRYWMYBpv21jJzchKb9tYA\nsG5XdXB/Q4sTt8dHY4uL6TkJKpM8TgxmBOZiIMLhcCyy2+0nAfcDF3Xbfx8wE2gBttvt9mcdDkd9\nL+2IiIiIiIwLhmHwydYKlr++AwjNb5mYFsP+qhYaWpw0tjoBSIgNH5N+Sk+DyYFZArwF4HA41gDH\nH7R/MxAPRAAmwBjODoqIiIiIDCefz+DHj30aDF4AKgKLUgKct2gS0RFW9le1UF3fDkBijAKY8WIw\nIzBxQGO351673W51OBydpRm2AuuAVuAlh8PR0F9jiYlRWK2Ww+rs0SA1NXasuyDHEF1vMpp0vclo\n0vUmQ1Fc3kR5bVuP7X++9TQMAyZnxLGztJH315Xyr89LAcjNTtB1N04MJoBpArr/tMydwYvdbp8D\nnAfk4p9C9pTdbr/M4XC80Fdj9fU9L5ZjRWpqLNXVzWPdDTlG6HqT0aTrTUaTrjcZqnXby0Oex0bZ\nuOrcAqIs/hyX6upmpmfH8/66UjbvqcFqMTMtK07X3SjqL1gczBSyj4FzAQI5MFu67WsE2oF2h8Ph\nBaqAxMPuqYiIiIjIMPp0eyV7yxpDthWVhwYi9163mHn5KSHbErpNGVs6L5O4qLCR66QcksGMwLwM\nnGm32z/Bn+Nyld1u/xoQ43A4HrHb7Q8Dq+x2uwvYCzwxYr0VERERERkEp8vL3c+sp7jCH6w8fMup\n2Kz+7+73lTdhtZj42VULaWx1EW7rmd7QPWn/vJNzR6fTMigDBjAOh8MHXHvQ5p3d9v8V+Osw90tE\nRERE5LB9sq0iGLwA/L/ff8Cvvn0i6YlR1DR2kBIfSWZKNJkp0b2enxgTRpjNTFZKNNNyEqmpaRmt\nrssABjOFTERERETkiLI+sJ7LOSflAOD1Gbyyah9en4/Wdjdx0f1PCbNZLdz59QV878tzMGn9l3FF\nAYyIiIiIHFXaOtzsLK5nUnosl52az/H2VADMJhMt7R4MIC7KNmA7OemxxKt88rijAEZERERERo2j\npJ5v3f0uO4rqet1vGAaGMbRlBdc5qvH6DI6b5k/Mv/Ls6QC0OT00tboAiB1gBEbGLwUwIiIiIjJq\nXvm4CIAX3t9Lu9NDS7sbAJfbS7vTw5Nv7eSHD63G7fEdVvub9tTwtzf96drHTfOPvERHWLGYTTS2\nuroCmMiBR2BkfBpMFTIRERERkWEREeav+NXu8vKDP3+M0+3l4iW5bC+uZ9f+rvXQG1udpMRHBp97\nvD7cHh+R4f3fvn6ytSL4uDNB32QyERcdRmOLi/LaVgDSE6OG7T3J6NIIjIiIiIiMGnMgIb6yrg2n\n2wvAylX7QoIXgHanN+T5U2/v4ra/rsbpCt1+sM7pZ9/90uyQ5PvYSBstHW5KKv3VxHLSY4b2RmTM\nKIARERERkWFXWtXSIygBaGhxDur8tg538LHH6+OznVW0tLspHaCccVV9O2FWM/Omhi5MGRVhxeny\nsr24jshwCxOSNQJzpFIAIyIiIiLDyuX2ctfja7n76fV4vKG5LHXNPQOYCUlRzJ+aQl5mHImBBSTb\nOjzB/XvLGml3+p+XVbf2+bpOl5eymlay02J6lD6OjvDnvNQ1OZk5OQmLWbfBRyr95ERERERk0LYX\n1fHsO7vxBaZqVTW09whSnvnPruDj8tq24GOfz6CxxUXGQaMfBZMS+e6X5/CjK4/n4iX+Ve/bnF0B\nzOa9tcHH/QUwRRVNeH0G07ITeuyLjuzKnZmdl9zve5TxTUn8IiIiIjIoHq+P+57dCMDSORk0t7m5\n958bOOekHC47NR+AVZvL+XBTefCc0uoWDMPg4Ve2cdr8LHyGQVZqDBV1bRgGnL0wh4uW5gaPj4rw\n3562dhuB2VxYi9VixuP1UVrdcwpZSWUzHq8RHN1JS4zscUxURFfVsdlTFMAcyRTAiIiIiMigrO5W\n4evv/3IER1feW1/GZafm4/X5eO7d3USGWzn3pBxWfFBIu9ODY38D5bVtPPOf3QAkxoRz3/87mYq6\nNgomJYa8RlxgfZaNu6tZNDOdu5avpbHVxawpSVTUtlFW03ME5md/+wyAy07LAyA2qucaL+E2S/Bx\nghanPKIpgBERERGRPrV1eDCbob7ZycsfFQa37y5tDD5OS4zkiTd38uGmAwAsm5tBVqq/ypfL7cPd\nbYpZuM3CSTPTSYwND+a7dJeXFU92ajSOkgY2762lMbBuy8Lp6Xy6o5Jt++pod3p6Laf8wnt7AYjv\nZZHKOXlj8jkwAAAgAElEQVTJbN5by1e/kH84H4OMIwpgRERERKRPv31qXciox/H2VDbsrgHgZ1ed\nwB9e2ERJZUuwPDGAPSeRcKs/1fpAbSuFB5oA+NF/LyAzJbrftVzMJhMzJidRWt3KE4EFKU+dn8Xi\n2RPYV97ENqC6oZ2c9FjAXzDgYLHRPRepzM2I4yffOP4Q372MR0riFxERGWfqmjp4fXVRcIVykbHi\nM4weU7YuPDmX+284mT99fylZqTHkZcUDMGlCbPCYOXnJ2AJTtlZtLudAoI3oSNuAC1ECzJicBIDX\n5y8UsHROBmaTKZjbUlXfHjy2qc3V4/zeRmDk6KERGBERkXFk1/4G7nlmPYYB1Q0dfPOc6WPdJTlG\n+QyDmgZ/oJCdGk1poPrXhOQorJau78C/cfZ0ZkxOYoE9lar6dto6PERH2Aiz9vyevDNBfyBz8pL5\n0ZUL+PXf1wGQmuAPXLJSowEoqWrh+OlpADS1dgX6P/rvBXh9BhFhusU9mumnKyIiMo78Z10pgeq0\nbCms7f9gkRFiGAZ/eGETWwvrAMjPTuDmr8yjw+UNCV4AIsOtLJubCUBuRtfUre5J852iBjH60ikv\nM557rl1EZX0bMZH+djunjb25ppidxfXcdsV8ahr9QdZXT88PjgbJ0U1TyERERMaR+uYOLGYT9okJ\n1Dc7e53fLzLS3t9QFgxeAOKibMTHhJOeNPjV68N6CWAODn4GkpoQyazcrpLHcVFhnDovk8hwK3vK\nGqlp6KC4ohnoCm7k6KcARkREZBypb3aSEBMWvFGsbmgf4Iwj1+uri9gYSAaX8aOooilY7rhTcnzE\nIbcTZhuZ28wrz57OmcdnA1BZ387+wLowOekxI/J6Mv4ogBERERknfD6DhmYXibERTAgEMAe6rWI+\n3jW1umhpd9PcS1L1wdo6PKz4oJA/rdjMm58WY3TOm5Mxt2pzOV6fwQmBHBOAEwvSD7mdMGvoCMwl\ny6YMuW+dUoPJ/G3UNnYQE2kLWahSjm7KgRERERlhHq+Pv//LQUJMGF9altfncS3tbnyGQXxMWPDb\n5JLK5pAbyfHK4/Xxk+Wf0tzmT6h+8KZlfVab2lPayPrd1cHnL7y3lxmTkkKqWMnYcexvINxmYemc\nDD7bWUVcdFiv08EGYrWYgo//+L0lwTyW4ZAa7w9gaps6qGnsIDMletjalvFPAYyIiMgI+2jTAVZt\nLgfgkqVTMJlMvR7XHCibHBtpY2KaP4AprWoJOaatw8PmwhpOLEjvs52xcKCmNRi8AGzbVxesEtXd\njuJ6fvfPDT22f7K1QgHMOODx+qiobSMnPZaZuUn891l25uYlD3xiL7pfn7FRw1vWuHMBzOKKZtwe\nHymHMcVNjlwKYEREREbQ66uLWPFB1+rlrR2ePr+Jbg0EMDFRNmIibVgtZhpbXRiGwRtrinF7fGzd\nV0fhgSYsZvO4GpkpLG8Keb5pb01IAFPT2M72onreW1/W6/mfbq/gstPy+k3ybml391qaV4ZHW4eb\nzx3VeH0GmSlRmEwmTpufNaQ2/+f8ghGZ2hUfE4bJBLtLGwEUwBxjFMCIiIiMkM48j+4q6trI76PU\na+cIRkyEDZPJRHy0jaY2FwdqWnu009DiHJlOH6Z9gZXWr79kFo+/sYMte2vxGQbmwLfwf/+Xo6sk\nb1Y85540iT+t2Bw8v6nNzXvryzjzhIm9tu/2+PjeHz8iJy2GB2/7wgi/m2NPQ4uTmx/8OFjCe15+\n6rC0u3hWxrC0czCL2UxCTDj1zf7fg5TAlDI5NuhrDBERkcPg8xkDVghrae9KZj/zeP+N+eptFX0e\n/866/YB/BAYgLjqMplY3W7qVs+0UZjWzo7ger893yH0fTvXNTj7ZWk5heRNhNjPzpqawwJ5GU5ub\nwgNdozL7K1uIjw7j2xfM4NqLZjJvagr/9YWpIW2tc1T1+TotgdGpkoOm1MnwuP3h1RiGf2Tjq6fn\nM39aylh3aUBJgWlkcHhV0uTIpQBGRETkMKzZXsFtf13N+xvKKKtp5YEVm3tU3+rMaZmWHc/lp+cR\nbrOwe39Dr+0ZhsHOEv++uEC+QFxUGB6vj7U7KgH47TUnBY9//r29/O6fG3jn81LKa1v59T8+50BN\n67C/z4E8tHIrj722g7LqVianx2Ixm1kYmDr2n8/9Adk6RxWNrS4mTYhl0cwJJMX5bza7J/lHR1hp\ndXoA/1SmvQcaQ16nM4ABVLFsBLjc/kB4anYCX1yYExw5G88SuwUwmkJ2bNEUMhERkUPw3vpSGltd\nVNT5yxv//V+O4L6c9DIuWpLLlsJa0hIigzktc/JTsJjNZCRHUVrdgtfnw2IO/Q6xsbUr+Jk+KRGA\nlAT/tJiiimYyU6JJT4rimgtm8Mir22kP3OwXVTazaksFpdUtvPpJEd+5cObIvfle7O82IpKbGQfA\nzNwkJiRFsWF3DR0uD1sKawGYkhEXcq7V2nWTHBVhpa3D/57ufWYDJVUt/PxbC4PFDFq6BYfdiwXI\n0LV1dH2eXz09fwx7cmgSY7uCluQ4BTDHEo3AiIjIMW311gpuf3g1tY0d/R7X2Ori3mfW84+3d/HK\nx0Uh06M61TV1sGlPDf/7/CaefGtnV05LIGk/MyUaj9egpqHna1UGAqJzTsoJJrLPnpIU3N95g3Zw\nudiYSBulgYX8vL7RH5nISO5amT03EKCYTCZmTUnC7fFxoKaNdqcXgGXzMkPO7f4tf1SEjdaO0Gli\nNYEpek6XNziaBVDbePQu7jnaDMPg9ofXAP5RjKQjKBDoPgLTV8luOTopgBERkWPaix/spaq+nX+8\n7ej/uPf2BKd4AdT0EvB8tLmcNdv90712ljQEc2RiAwFMWmBEpbdzOxes7FzAEqAgMBIDkBDjn1YW\nddCN2oZdXSvZdwZBo8nXbTpXbrcRls5pcC3tbtpd/pGVg28yuwcwhs/A5fbx4aYDIcfsLK7ne3/6\niEdf3R7c1tQy8EKZMrDWDjff/cNHwel5vV2X49ms3KSBD5KjkgIYERE5pkUHSrxuLazrMym/uKKZ\nj7f6k++zU6MJs3X993n5afn85QfLgs8/DQQwAK9+UkR4mIWpExOArkTjml5GEIoCZYhzJ3QFATar\nhchw/wKCLo8/R+Hg9TRqm7puOkf7BrS8tpWSSv9oyWWn5YXkIXSOOrW2u2l3ejCbTD1KINtz/J/L\nl0+ZEhx1eeLNncH9HW4vH24+gNvjw2zuCnbGWwW2I9VTb++iLTAVEeCKM6eNYW8OXXZaDP/v4ln8\n6MoFY90VGWUKYERE5JjlMwyqA8GEzzD42xs7ej3mt0+vA+Dq8wr4xdUncsHiyYB/BOGshROJCLNy\ny1fn9TjXMMA+MSF4M58SDGB6BhpFFc2EWc1kpESFbO+sXpYTyAUJD+sKarqblZtEu9MTks8wklZ+\nVMiPHv0UgMhwC+ecOClk4cLO99zS7qbD6SUy3NJj4c3YqDCW33Ya5y2aTGqC/7OJjugapWltd1PX\n5MQEPHjTsmB+T2OrApihKq5oDgbbl52Wx2O3ncYXFmSPca8O3fHT08jL7L0suRy9FMCIiMgx60B1\nK06Xl0UzJ5CdGoNjfwNujzfkmHanJ1ihadHMCcF/TUB0pDV4Uz5jchLz8rtKz2al+nNVsrrlrHSu\nVXFwvo3L7aWsupWcQBWv7i5ckssPLp8bsj7Kz69ayPWXzGZmYArNl5ZNIS3R33Z1L/k1I2Fvmb9K\nWMGkRL52Rs9v7qO7BTDtLk+fOQqdn98PvuIPAPO6rZHT1uGhrqmDuJgwrBZzcBqdppANXUW36Yan\nzss6IqqOydHHZ/goaS495MqCyngSEZEj3q79Dbz1aQn/dcZUUhMGv6CdI1DSeHpOAuE2M6XVLZTX\ntpGTHhs8pjM/YMmcjOA0pqS4CM46MQeLOfSm74SCNDbu8eek3HHFAt5ZX8opc7sS1xNiw7CYTWzd\nV8ff39rJ+YsnkxQXwf6qFnyGweQJsRzMbDIxa0pyyLaUhEhSEiJZYO9abPCVVfsARm0EpsPtxWI2\ncet/ze91f/cRmLomZ7CaWF86f27t3aY0tXS4aWhxMjHN/7kkBJK2K+tHP9fnaFMV+AwXTEtVAryM\nurqOerbW7GBPwz7WVW3i3NwzOS/3zEGfrytWRESOCGXVLaQlRmGz9pw88O76UjbuqWHTnhruuW5R\nv6tye30+iitamJwRi6OkHvDnYrS7/CMvz7+3h9rGDv77LDsFkxKDAUxMIFem0+Wn9Sw3e7w9jUdf\n3U5OWgxREdbgVLNOFrOZxNhwaho7eH/jAd7feIAvnzIlOGoyOaNnADNYnZ+L2zs6C1s6XT7CbT2n\nsnXqDGDe21AG9Cw+cDCzyUSYzUxlfVd+0P7KFjxeIzi9LDUhkvAwC4VljX01I4NgGAbbivzX/leO\noLLJcvR4ftf/saWmqzDHxqotnDv5DFrcrcSG9f9lByiAERGRI8DmvTX84YXNnHNSDped2vOGqyEw\npcgAXl9dzDfOnt5nW2u2VbL89R0sm5vBrv0NJMaGk5oQGawUtj1wY/fYa9vx+QymBObXR0cO/F+m\nzWrmgRuXYqLv6Tgp8REhOTArPigMPu4+8nOoOgOYzuluI83p9hAe1l8AE/p5DSa/IsJmoanbeji7\nSv0jZFmp/hsas8lETloMew804XJ7CesngDqaGYbB+l01zJqSxCdbKygsa+Sq8woGPQ1sR3E9u/Y3\nMCcvObjWkEhfXF4Xf9n0OMelzWVZ9qIe+zunf3kML8/ufIloWxSX5J/HC7tfodnVzPm5XyQtKpVn\ndq4g3BJGWlRqMHi5YMpZ/KfkQ+o6Gvh3yfv83943uWXB9eTGT+q3TwpgRERkXPt4Szl/e8NfmeqD\nDQd6BDCGYVBR10ZyXDhuj4/Ne2t7beejzQd47p09wapLH24qB+CkGemYTCYiI0L/S+wMijqnhHWO\nKAwkOqL/45K7Ver60ZUL+PXf1wWfJ8SE93bKoIz6CIzb1+/UI5vVQpjVjMvjIzkuguOnpw3YZniY\nBbotUtk5LT47tSuPKCc9lt2ljZRWtzIlM+7gJsatiro21u+q5uyFOSEV1Q7Hu+vLePrfu0K2LZuX\nydTshEGd/9onRQBcvDR3SP2QY0NhYzG7GwrZ07CPDk8Htc56TpxwHCVNZcSFx/Kfkg+ItERgNpvZ\nXusvR//u/o8w8P8Ct3s6uGL6pXxSvjak3WVZizl78hcobiplc802/m/vmwBsqdmhAEZERI5cbR0e\nlr/eVRmszelh1eZylszJCG7buq+OplYXi2dNoLy2ldLq1l7b+nR7ZUjJ2E7TAqV8oyP6/y8xfgjB\nRXe2wCKV4WEW8jLjmTwhlqKKZkwMPM2q33Y7AxjPaE0h85I4wGfSWfq5+3o2/eltSlqY1Rxyfk66\nfzSmuLL5iAhgNuyu5vXVxcGFT1/6oJCfXnXCgDlBffEZBqu2lPfYvmt/w6ADmJLKFjJTopk8Yfx/\nfjK8SppK8Ro+cuNzBn9OcykABgb/V+gPMlaVren3HAODGFs0Le5WHPV72NdUAkBaZAot7lbaPO2k\nRvqLkByfPpfNNdtCXm/lnjf4dupX+mxfVchERGTcMQyDvQcaufvpdT32PX5QqeOSymYATpieRrjN\ngtvjw3fQivQ+n8HeA03BXIru7IE1WnoLHsJtFi5eksvpx2UN26J5UYERmtxAwn7nKEaYzTKkb+bD\nrP6b/9EIYHyGgcvtJdw2uNuIwQYwncFnTreb+zl5yUSEdf1sJgWm2XX+3Mcjj9cXLEbwn89Lg8EL\n+D+71YE1hQ5VW4ebB17cTHFF13s/7bgsoKvYxEB8hkG700PMAAG7HF28Pi/v7/+Yez7/E/eve5AO\nz+BLkVe0VgFwfu4Xe93f15TZa+dchc1sw2f4WL71KQAuyjuHOxfexBcnncaSLP90tAXp87jthO9x\nfLq/EuGOul38u+T9fvukq1dERMad9zaU8dTbB02RmZsRnPbVXV2T/z/i5LiIYE6E0+0Nmd5UWt2C\n0+Vl+vQ0bv7KJH7z1HqaWl3ERYcFV76P6jb1y2I24fUZxEbZuHDJ8E6zOX/xJDxeH+ec6P8GtLOf\nQ51WZB3FERi324cBhIcN7jaic8HKgSyZncGqLeVcd8ks7njY/w3vwoL0kGMyU6KxWszjMoB5fXUR\nNY0d1DS0s62ongdvWkZHoDjEsrkZFFe0UFzZ3OtCpoPx4Mtb2VFcz8zJiaQlRWE1m/nC8dm8t76M\nlrbBBTAdTg8Gode7HP1e3vs67+1fBfhHR3bW72Ze6iwOtFQQaY1gbcV69jTs44qCS0kI7ypl7vK6\nWVe1CRMmvjjpNGalzCA2LBqnx4kBTIhOo8PTwT8dL5ERPQFH3W52NezljJxTyI3Pwe3rui4TwuOZ\nkWwnzBLGRXnnhPQvJzabb8z4Ko3OJto87VhN/f9tUQAjIiLjzq5AeePvXDiTBfZUmtvcJMSEsXVf\nHXVNTtY5qpkxOZHIcCt1gZXok+LCg1OQKuvbePJNB5edlseMyUkUBla5z8uKJy0xirzMODbsrsE+\nMSG4Dkn3EZjIcCst7e4eq94Ph4gwK1/9wtRur+Xv8xDjl64k/oPWsRkJHW7/aww0AvOLqxdSWddO\nUlzPka/efPOc6XztzKlEhFlZNDOd1dsqmZMXWkLaajEzKSOWkopmvD5fj3VzxlL3ggwAja0uWjvc\nxEeH8c1zCvAZBtfe9wHVvSxkOhCP18eu/Q1MTIvhpsvnBQPezpGe5oNGYNo63Kz4sJBzFuaEJOq3\ndfiPj9IIzDHD6/Oyqsy/6OyFU87mlcK3qGitpD42m3s+/xMeX9fU2p11uzkp43ganI18WLqaT8rX\nBvdbzBYmxgbKwnebPRphjeCqmV8D4KSMBbxT8iHnBkoiJ0ckUdtRxxXTLw0GL30xm8zceNy1AHwc\n6G+fxx7aRyAiIjLyyqpbiQizsLAgDavFX3rYZDIFV9x+8OUtvLOuFI/XR0lVC5HhFiLDrYQFbqif\n/vcuiiub+ce//AmlVYHSvBnJ/tGWzkT77iMDYTb/65w4Ix1n4Aa9e8L9SOkMoIY6AhM2iiMwTpf/\nhqa/KmQA2akxIWvVDMRsNgWni119/gz+evMpvVYam5IZj9vjo7xm/KwH4/X1/NydLi9tHZ7gop5m\nk4mslGiKK5p54s0deA6h4ML+qha8PoPcjNiQayUizILVYuoxhWzlqn28t76Mx14PnXLZ2hnAaO2X\nMdPkamZ/cxkVrVWHvIDj4ahoq8Ltc7M4YyHz02YDUNVWw6qyNSHBC0Cb2/879fKe1/lX8bs0u1oA\nmJY4uHLbCeHxfHnqBYQHApXvzb+GrxdczqKME0JGdgayKPOEfvfr6hURkXGl3emhvLaNvKy44M19\np7huIyJVDe1s3VdHfbOT047LwmQyBUdg9pb5R1xio8Lw+QzeXe9PQu1cHyY7LQab1RyyQKTJZOL+\n608G4K7laymtbiF+BEZgDlbT4A+uslKiBziyf4eaxO90eXn5o0Lm5acwfZA5KgCOknruf24TAFHh\nIzcNyb8uTO8B0qy8FP69toRVW8pDRrPGUkOzq8e2lnY3rR3uYOAMcPV5BTz62nY+3FTO5Iw4Tp2X\nNaj2//3ZfgDys0Kn45lMJmIibdQ3OzEMI/g70zm1srWXkRnQCMxY6fB08PPV99Lh9f98rpr5tWDu\nx0gpbT4AwMTYTJIjkrCYLHxasQ6ruec10Opuo9nVwubqbZgwce/Sn9LhdRJhObwiJimRSaREHnr+\noNnU/xiLRmBERGRcMAyDvWWNPP/eHnyGwfScnjfVZy6cyNJABTKv12B7UR3gX0ASelax8nh9vL6m\nOLg2SnyMPyA54/hs/veGJaT1sQbGdRfPZF5+Cucv7r+U53C4ZNkUpmTGcfV5M4bUTmd1s8EGMP+3\nah9vf7aflz4qHPjggLqmDh58eWtw5KBz+ttoWzovC5MJ9pU3DXzwKHnmP/6cre4jGzWN7RhGaGnt\n7LQYbrxsLgDrHdWDbn9fRTMRYRYWz57QY19+Vjz1zU72V7UEt7kCo4hhB03zawissxM9yLLgMnx8\nho87Pv4VHV4nWTH+v2Nba3bg9Xnx+kZu6mdpiz+AyY7NxGK2BFPuTZi4bs5VXDP7Sq6fezUA1e21\nPLz5CVw+N1+eegFRtiiSIhKJskX10frYUPgtIiLjwjvrSnnmP7sBf0nj3m7U0hIi+crp+Xy0uZz6\n5g72ljmxWc3kZ/nLwR4cwBRVNFNS6b+pO/vEnOBCf2aTqd9voDOSo/nepXOG5X0NZGp2Aj++8vgh\nt2OzHVoVstIa/+dy8Df0/fnnf3aHTFUaq0Rwm9VMXFQYja09Rz3GSlmNv4LahUtyefYd/3VcXuuf\njnPwGkKJseGkxEdQVNEcMmrSF4/XR01DO7kZcb0uVnnijHQ+d1Tz6Y7K4GKowQAmUJ3u/Y1lAJQE\nKpgdCSWojzbbanfi8vqv2TNyTuGl3a+xs343v1//EEVNJUxLzOf7868Z1tf0+rzsbijEhInMaP/f\n1Ivzz+OVwre4ZcH1wUCq0em/LtZV+UdXT0g/jmVZPRetHC8GDGDsdrsZ+AswF3AC/+NwOPZ0238C\n8HvABFQAX3c4HIeenSYiIse0zm/Tv3G2nQX2tD4XjowIt2ICdpb4E/1nTk7EFrhJ6z7lKC46jKZW\nFz7D4OavzGPmMJVBHq+CIzCDzKvozB8ZbO5Nu9PDxj01ZKfGUFrtD37GMo8iPjqMyobDq+Y13No6\nPFTVtzNjcmLI+i5vB6Z9pfRSvntiWgwbdtfQ3O4OmRrZm7pmJ16fQVpi7yOGs6ckExFmYe32Sr58\nSh5mkwlnYNQxPMyCy+3l72/588HiY8KwWsxMDpTxltHR4GzkraJ3AZiVPJ35aXPYWrODdVWbgnkm\nu+r39NfEIfMZPpZve5r9zWXMTJ5OhNV/HZ6afTJLsk7C1m0KWbSt69qamzKTK2dcPuA0rrE0mJ5d\nDEQ4HI5FwO3A/Z077Ha7CXgUuMrhcCwB3gJGfrxdRESOOhV1bVgtJpbOyex31XuzyUT3tNfcbt8k\nR3RLKr8ksMr42QtzjvrgBbpVIXMPPBXF6/MFq7cNdv2Q+sBNdF5W1+cdOYYBTFxMGE6Xlw5Xz8VJ\nR1tjqz+fISU+otcFKlPjewYenQujNg9iFKk9kHjf1+9FmM3Cgmmp1DY5+Z973uPtz/ZTHCgzHWY1\ns7fbOjSNLS5SEyLGVfW2o53L6+bezx6gqKmE2SkzAuujWJkXSKjvblf93mF73Q1Vm9lUvZWpCVO4\netbXg9tNJlNI8AKE5MPMSpkxroMXGFwA0xmY4HA41gDdx7mnAbXATXa7/QMgyeFwOIa9lyIictSr\nqm8nNSHykKtxdea/AEzN7qpys2xuJvdet4jLTx9c9ZwjXbAKWWAExmcYfVa5amp1B4PA1nb3gJWQ\n9le18Px7/m+Hu4+6HEoVreHWWWChaZDrnww3n8/gpQ/34iipp93pDxqjwm3ERNp45NZTeegHpwSP\nTU/qmT8QF+UPRgbT/85SyRH9VH279LSu67xzChv4g5uD151J7SP3S0ZGcVMJja4mTpywgGtmXxmc\nMjgvdRZnTTo95Ng/bngYt294gvJttf5b8sumXRSsCtafr9q/RKwthpnJ9mF5/ZE0mAAmDmjs9txr\nt9s7/3qlAIuBPwNnAF+w2+2nIyIicgjcHh+tHR4SYg6t0s2imenBOf8AWakxnL0whyvPtmMymYJV\nx44FnQtZegI5MM+/u4ebH/yY1o6uG+S2Dg+7Sxt46YOub3k9XoM7HlkTzOE42Mdbyvnp42vZvLcW\n8I+6LJrpX1wyu5fRhtESFriZH8yI00jYuKeG1z4p5r5nN9Lm9H/GkYG8KqvFTHiYhf/97hKuuWAG\nuRk9p2t1rjH0/oYyfvnk58H1WbYX1fXI7elcDDOin4VD46PD+J/zC3psN9E1yvaF47IB/2KgMnr2\nNhYBMCd1ZsjIhtlk5sK8s7ls2kUhx68qWxPy3O3z4DMO7cuCmvY61ldtxmq2MiEqbeATgKVZJ3H3\n0ruIDx//+VGDGfttArr/5pkdDkdnaFgL7HE4HDsA7Hb7W/hHaN7tq7HExCis1rGpWjIepKZqzqmM\nHl1vMpqGcr1VB9ZpSU2KGlQ7Xz9nOk+9uZOzFuf2OP76r8w/7H4c6awWMwYmEhKjg/kXJTVtLJuf\njWEYXHjLKyHHT0yPCeZvVDR0MK+gZ+GEf6/7LOR5WnI0/33+TOqbnKT2kZMxGuJj/fP5o2MiRv1v\nXVl1C/8MjHJ4fQbWMP9oSnpydEhfUlMhf3Jyr21kZ/hvEj/bWQVATauLVJuF+57dSEpCJH/7yReD\nx9oC+V5pKdH9vtfzlkXz2Gv+dV+uPLeAv7+xA4vNgtfwf+N/9pJczl06hey0mDErwHAkO5TrzOfz\n8Yc1yylrLGd/UzkAJ0yZSUJEzzYuTTkLe8Yk2tztPLT2H7xT+gGXzT8bk8lEQ3sjt7/1a47LnM31\nJ34jeI7T4+LO/9zDoonHcenM8wBoc7Xz9t4POWPKEn767t0ApMekMiE9ocdrHukGE8B8DFwAPG+3\n208CtnTbVwjE2O32/EBi/1JgeX+N1dePn0WnRltqaizV1c1j3Q05Ruh6k9E01OutqMI/Rz/cYh5U\nO6fPzWTOpESS4yN0nXdjs5pp63BTWFwb3PbJxjIKsuNpaHH2OP7cEycRGW7lDy9soqK6ucdn2dDi\npKSimZT4CGoCq8d73V7q6/yjNWP12aemxuIJjLxUVTeTGDm6uTj3PPk5tYHPIzkunIrA5+D1eAf9\nmVgPmrZXXtlMa7O/zZqG9pB2qgIV49xOz6DbnzPZX4a8tdWF1+P/rLxON8mJUbQ2dwRfSwZnMH/j\nPq/cSJu7ncWZJ3CgpYI1+9cH92VEp+NuNlHd3HsbGZZssEB+Qi5banZQXF5FtC2K1/e9Q7OrlQ+K\n1raBj0UAACAASURBVDAjroBZKf5Rtt31e9nfeID9jQeYFTuL5MgkntrxAqvLP+PFra8H2z1r4ulH\n7N/I/gLGwfzGvwycabfbP8E/EnmV3W7/GhDjcDgesdvtVwPPBBL6P3E4HK/315iIiBz5ymtb+b9V\n+zAMOPekSUP+BrwpMGUmLnrw3wqnaB5/DzarGbfHh7PbtKot++rwGQbl3aaIzZ+awpI5GcyekhxM\n9u5cob27HcX1ACyZncHKVfuAsU3c7y7sEBfuHC5NbS72lTcxPSeB+hYXlXVtwfVcDqUq28HTuBpb\nnMH3BP41d7buq2PpnIzgFLLBrLvz02+eEDjW3xeP10dzm/8zih2FhVmPVW6vm79tewaAfxV3TUT6\nxoyvEmuLIS0qZVDtpET4R+xq2muJtkWxr7E4uO+lPa8xK6WANncbD2x8LLj99X3/ZlHG8awu94+W\nunxuLCYL35t/DfkJuUN+b+PRgL9pDofDB1x70Oad3fa/Cywc5n6JiMg49q+1Jazd4Z/6YrOaOX52\n5pDaOxAo6ZsYe3irPYufzWLG7fEGF+4Ef3BYUtnMgdquGRAp8ZHMn5oKQExgKtHB68HUNLbz6Kvb\nAZg1JTkYwFgth1ZkYaR03uy7RimAMQwDl9vHu+tKAZiTl8L2ojoq69rYus+/oGpM1OAD8IMDwcZW\nFxHdtv34sU/pcHk5UNManA7YXw5Mp0mB8sidgZ3HZ+B0eTGbTP0WAZBD0+xqwWa2BksTF3YLNBqc\n/tTxCVFpzE+b06PiV3+SA6vW17TXMjE2i6KmElIik4kPi6WwsRjDMNhQtQWv4SUlMhmX18WnFetY\nW7Eei8mC1/AHuzOTpx+1wQtoIUsRkWOe0+XlLyu34iip///svXd4W/XZ//862rJlyXvvEdtxhrMX\nCQmQAGGGUkqBFgoU2tI9eUrHr/RL26d78LSUlpZCF6WFQNkkZO+948R77yVZWzq/P450bHk7sRM7\nPq/ryhXpbMnS0ef+3Pf9fvOtjy8kJS6cti7nkBmOpg47h8+1YjJqcbp9sifIxXD0fAuCIPlZKFw4\nOq2KHodHzsBYTDq6bG6qm2w0tPVmYPS63pn+oCN7/wzMc4FeCoD4KCP3rZvBf3dXygPky03QuNPt\nvTRN/H966wy7TjTKz68uTmZWVjR5aa1EmfQ43F6yksbW/PzdBxbR1GHnmddO0WFzhZirBrMuweAF\nhpZRHgx1IND0ev043F6MevWIhpkKQ/P34xs5VneWh2bdS7g2jO/v+yk+v4+VKctYn3UdDfYmADbk\n3sSrpVIx0pfmf3pMwQtAhlkSWtjfeJjXyt7B4XWSG5mNKPoREXH5XLS7pJ6oews+xJHmE2yv24OI\nyIOz7sXldfFa2VtsyF0/jq9+8qEEMAoKCgrTnIMlzZwol3omNh2qZfuxeoAB5o+iKPLf3ZVs3CHN\nxF81O4maZht1rT34/cPL8ILkPXLgTDOFmdFYwqVSli6bC7VaRbvVRaRJr5S4XCRatQqPr7eELDJc\nT5fNzfNvnw1xXs9K7H0cLHtqaOsJcYVv7NOzGm7QcM38VK4JqFhNBuQSMs+lycCU1XWHPDfqNaTG\nmy5KiS0jMYLU+HBUgkBts00WsxiMT948c0zqYSpBQK0S8Pr9OF3eUWVvFAZHFEU2nnkXgHcqN7Oz\nfp+87v3qrXj9Xvl7kxuZxRfnfYoudzcm3djV3jLN6YRrwzjZJhc74Rf9GAOZHofXKWd4IvUWciyZ\nbK/bA8CcgH/LkqQFF/ZCpxDKp1lBQUFhmlPT3JtBCQYvAD976SiFGVF89e5iBEFg7+kmOXgBWFKU\ngNPjo6rJOmiDeF88Xh//+/cjlNd3s35pBneuzgHgS0/vQkDyqkiIVnpaLhatRoXb48cVmL3vW9JU\nXt9NmF7Do7cVhWS6VCqB7GQz5fXdnK/tYkaapFjkdPVmNibjzL32EpSQbT1SR11LD7esyJS9WMYb\ntUpFjEVPbYuUITPqNQPOVZgRxbJZAxXiRkKjVuH1ijhcPqLNSnnmhWLz9GYv+wYvd824nbcrN7Gt\nbjdpESmA1MNyIYFLEJWgGuADMze2iBqbdG92eJ10OnsDmOj4KDJqd5ISnjTpzSfHk+nzShUUFBQU\nBmB3etlzqhFBgBizYcD6M1Udcj/FwYDc64ZV2dyxKpuZGVHEBAZFzSMoTL6yvZzygBt40AE+6N8h\nAi6PT8m+jANajQqfX8QRcKeP6NeTkZ1sHrRM76ZlGQByJq7D6pKzOA/cWDCRl3zB6AKWDBPVxF9a\n18UL75aw+XAt335uH109bjISIli/NIOv3V08rucKloZFhGn5yaeXo+oXMFov0KxToxbw+vw43b6Q\n/hqFkbF77LxS+gYdzk5aHNL3YkZUruxYvz7zOq5KXkK2JRO/6Kequ4YcSybh2oGmpWPl7hkb0Km0\nPLH4y/zPoi+yPHmxnIGpsdZR1lVJlD4SnVqHRqXh6ws/x72Fd170eacSyqdZQUFBYRpz4GwTVruH\ndYvS8PlENh+WGpQ/ck0uL30gOa/3OD3odWoqGrqJitBzy/JMef9g0NPY2kNMeiRVjVbUaoHUuNCy\nmt0ne3sH/AH52A5raNYm3KD8JF0s2sCgvschBTD9eyaSYgafGc5LlbIudYEsQFDWesOqbFbNvTiB\nholCqw1mYCamB+alDySfl6gIvfxZDTNo5OzheLJidhIVDVbWzEshzKBh8cx4KhusNLZLEwM+/4UF\naRq1CrvLi18UMSolZCPS6eriuZN/4/ac9RxsOsr2ut3o1Xqqu6X74oqkRTxYdA8Or4P4MEkEY3ZM\nIcdbTrE2YzXrs9aOS7ZySdICFiXOC8moGNXSvfaFMy8BcHvOjRd9nqmM8mlWUFBQmMbsOSU1nq5b\nlCbPvgOsnpciBzB2l5fowP9J0aED4MxAL8UfXz/Jdx9YxPeel2Q8//T4NfI2oihic3hITzBR3WTD\nHiiP+fE/joQcS61SigIulmBfSNB5PaJ/ABM7+OxwuEGDTqOSB+qVDZK0ctYkadgfjImUUbY7PZTV\ndZOfFsmyWYk8/7bUjzBRKl5r5qWQFm+Sv0+P3FIEwLajdbyzr5qHb555Qcc16NSyf89oJJinO8db\nTlPeVcnPD/9WXvZWxfsAzE4oYH7CXFSCighd7wTN0qSFzI2bRZh2fEtg+5eDBdXOAGbFFLIgYXyz\ngFMN5ddCQUFBYZrS2uXgXE0nBemRRJsNLCpIIDfVwqdvn4Veq5bLiqx2D36/JCHbfwCXm2rhluWZ\ndNncHC/rDYD6Diqdbh+iCJEmPSpBkHsrgoPl21dmcd3CVNYvTZ/ol3zFowsoc3X1SO+tqV9ZXkLU\n4AGMIAhERujpCJgb1gU8Y9ISJnMAI71Wl8fHliN1lNZ2jduxg0F2tNkQEgROVAAjCAJ5qZFyX0+Q\nq4tT+OGjy8asbhYkNtKILyCwoTTxj4zNM7iiokkbzmeXPDBoj4kgCOMevAxGXFhv6ec9BXdOyr60\nS4kSwCgoKChMQ2qbbfzq5eMALC2SmoPDDBq+ed8CFhXEy88BfvKPI7Kk62ADuOI8yaDtfE2nvKxv\nT0ywITlMr8GoV+NwewNqV9L6G5ekc891M0iJu3A1JwWJYM9Le3cggOmXgUkZRsUqOkJPt92D1+cf\nMoMzmQi+1tpmGy++W8IP/npo3I4dDMD1WlVIb1awj2uqENdHCl3JwIQiiiIbS99iX0Pv56bd2XsP\nSw5PZEH8XADuyL2ZKKPlkl9jX2ZE5hCpt1AYPQOLfvJOLFwqlHBcQUFBYRrh94uUN3TzgxelH221\nSmDpzIRBt/X5eqWRnYGm8MEagVPjTGjUAqcDru0AJ8rb5YAkOJttNGgw6jV0Wl109bgRRZibEyP3\nbShcPOaAPHV7sGejz9/r559dIa8fjKCJaKfVhd3pwajXoFJN3llec7gOAahotI77sYPCFTqtmnBj\n73u4qnhy9gMNRXyfAEbJwITS4mjl/eqtAORH52LWRVDRXY2AwLeWfAWLPgKdSscNmdeSbBq7Atx4\no1ap+c7Sr00rpbHhUD7NCgoKCtOIf35wnk0Ha+XnBp1aLjvqj65POUtQBWmwDIxWoyIjyUxZnxKe\nbUfrWLc4DZUgYHf2ZmAMOg2tXU6+/PQuACIjFGnX8SSYlegIKL31NUaMNA3/Xgf/Fu1WF3aXNyT4\nmYxo1CrMAaPO8SaowKbTqoiLNJKRGEFuioXrF02tMse4yN6+CeMElb9NVUo6yuTHT+x6irXpq2ns\naWJJ4gISw+PldZMheAmiVytKjUGUME5BQUFhmnCmqiMkeAHISh66tv6aBb2mhS2dksHeUEpGuQEV\nqyBNHQ5OV7QDvSVkxkAJWV+GUsVSuDCC5U5BbxTjGIKQ6AhpsNtpc9Hj9E4JVbjoCQqAg8pmWo0a\njVrFdx9YxL1rZ0zqjNRg9C0hU2SUQ2noaQx5/n71VjQqDTdnr7tMV6QwFpQARkFBQWGasCUgkXz/\nDfnEWgzEWgx8chh1I41axbpFaQA0BXpahmpi7hvAzAv0xPzlnRL8okhzIPiJMGpR9xsALi6MR2H8\nMPdr2teqR/8zHywha+1y4nL7QrI3k5Wbl2eSERAa6P/ZCiKKIjXNNo6eb0UUxUG36U+whEyvmdrD\npNAemMn/97yUNPW0APCZuQ/Ky65OXU60IepyXZLCGFA+zQoKCgpXMMEB27GyNg6WtJCREMGquclc\nXZwyqv2DZUdVgT6DoQKY7JTeBtdZWdEIgsDhcy0cOdfC23urEASYnRPD3tNN8nYJUcYRy5oUxoa5\nn3GlRqPiuoWpcnZlOIIBTFCMIcwweRv4g8zLi2NeXhyf/9UObA4PpyrbKcqMDtnmxXdL2HpUcjH/\n5scWkJsycjN2MAMzVHnlVMGo1xARpsVq9yglZP1otDcTpY8kx5IlL1uSuOAyXpHCWFACGAUFBYUr\nEL9f5N391by5p0puotdqVNx/Y/6Y5DdnZUfzry1wsESarRyqDCXa3DtAjgjTUZgRxeFzLfzfqycB\nyRgz0qQnL9XCmUCz/2Q1SJzKRAzIwAjcc92MUe0bDGCOBeSw0+KnjipcUDXtZ/88GuJBBFDe0Ksc\nNpp+mVe3l/Pf3ZUAA2SNpyJxkUasdo9SQtYHp9dJp6uLgqg8DJreSZSEgDmlwuRH+TQrKCgoXIHs\nP9PEy1vLQpY9dFOhbJQ3WlJiw0mMDpMdwYfKwFhMvQPniDBtyMDv7mvz5FK0W1ZkYg7XoVWrWDEn\naUzXojAyep0anVYll0BpxlBCZg7ToVYJsm/IwvypO5h7dXs5pXVdfPXuYlwBCXAAl8c77H5NHXY5\neAHQT/EMDEhKZOX13dO2hEwURV4tfZPE8ASWJy8CoMkuTcgkBJr1r0lbiU/0o1FNz/doKqL8pRQU\nFBSuQIIBR06KmbK6bu5ak8viwsHlkodDEAQWFsTxxu4qYGgp1r5SyOZwHRp170CxKKu3pEetUnHN\n/FQUJg5zmE52Xx9LAKNSCVhMOtlDZioPeINBSFuXE6enN4Bx9glm+nOopFnOGAbRaad+BuaGJekk\nRoeRHDO4iemVTrW1ls012zGoDcyPn4NBo5cDmMQwKYD5UN4tl/MSFS6AqXt3UlBQUJiibDlcS0Wj\nlQduKKCsvguNWoVeqyY5NpyuHjc+nz+kJOtCCMoe339DAYIgkBh94U7Rxbl9A5iRZ6QjwnSo+pSp\nRYRN/l6KK4mIQACjEoQxq2ZFRejlAEZ/BfRMfP2ZPSHPhwtg+gcvIAXcU530hAjSE6av8eG+xsMA\nOH1ODjYd4aqUpTT1NAOQGD51s4zTHSWAUVBQULhE+EWRl7eU8u7+GgAOnG2Wy1tMRi2//PxV/H9/\n3k+Xzc3vv7r6ourvrUEn9TAdlmHMC0dDbB8vidEEMP3Vq0xToBn8SiLYyO8fpeJWX6IiDIDUM3Il\nlE/1J2jIOhKfuX0WtS02CjIiR95YYdIiiiJHm49j1Bhx+Vxsqd3FkqSF1PdIYiIJYYoK4lRFCWAU\nFBQULgFN7Xae/e9pKhq65T6DvrX5NoeHupYeucn4eFkbCy6iB8Fml44zHl4eJmNvADJcI/DPHluB\nw+VFJQghJohTzTtjqtO/kX8sRPVRhRtL+dlkQ6MW8Pp6AzhzuI7uHvegGZi6FhsHzjaHLCvIiGJh\ngTK4neo0O1rpcltZED8XQRA42HSUrTU7OdtxnlhDNGbd9M1MTXWm7t1JQUFBYQoRDF5AUuQajB3H\n6+XHx0pbsTu9FzSLXtti42x1J2F6zbgMQvuWgw2XgYmK0JMcKxlTKkHL5SMi/MIzXlETZAx5qVH1\nU9oLZiEHC2C+/dx+Xt9VGbJsKph4KozM+Q5JyCQvKpv1mdcB8GbFe7h9buYnzB2TIqPC5EL5hioo\nKChMMAfPNsvBC8DqeSkcL2/D7vRSXt+7fNPBWvnxzhMN7DzRwJ2rc1i/NGNM5/vOc/sBGHvoMzJj\n8ZL49v0LrwgZ2qlGfzPLsZAQdeG9UpMFvyji9vpDlllMOmqawekaXQmZMrC9MjjZdgaAvMhs4sJi\n0at1uHxSdnp+/JzLeWkKF4nyy6KgoKAwgZyp6uCPb5xGr1PzqduK+Pb9C9GoVXzxw3N54mMLeOSW\nmSwtSiAlLlzeZ1Gf0pU391Re8Lmvmj1+MsUfuSaXpUUJY8roZCWZSY2bOl4iVwoXk0VJS5iaf68n\nH1wMSKVibs/ALEusRQrMDpa0sPN4wyW9NoXLw7GWk5xoPUOGOY2EsHhUgopYYwwAerWOVJPiQzWV\nUQIYBQUFhQnile3l/OQfR/D5RR69tYjFhQlkJUk+LCpBQBAElhYl8sgtRczL6+136St3PJRs8XDE\nBZru71ydfZGvoJfrF6fzyC1Fysz0FCA/7cIbz2MC6neFGVHjdTmXhNR4E+nxJtwen+yB07eHxRKu\nozg3FoBztZ1DHufhmwvlYEhh6uLwOvlHyStoVBo+XniXfN9aliT5wNyYeZ1yL5viKCVkCgoKChOA\n3y+y/WgdAF+8ay5FmdHDbj8rK5o3dldiMmqZmdk7eOywuth+rJ5lRQkhXivDYXd6SYkNH/X2ClcW\nFpOe21dmEWkaeyZGEASe/drqKdnDFG7U4my28fLWUgD0fcoXI006Fq/J4WhpK/1fml6rxuXx8clb\nZrKsKPFSXrLCBLGv4RBWt42bstaSGN47IbQqZRmZ5jQyzemX8eoUxgMlgFFQUFCYAM7XdtJt93B1\ncfKIwQtAXqqFT9xYQE6KBaNeE+KI/vzbZzlf08lDN88c8Th+UcTu9MrN9ArTk1tXZF3wvlNVfezO\n1Tk8/coJdp1oBEDXp1/LZNSiCwT0/ftjtBoV0Wa9ErxcIfj8Pt6oeA+ARQnzQ9apVWqyLGPrKVSY\nnEzNu5SCgoLCBOB0e+kOyA9fLAdLJKfn0UohC4LAyrnJcuDxs8dWhKzfd6YZj3doE74grZ0ORCBc\n8V5RmGZkJZl58qHFLJmZgFajIjfFQkG6VE6XlhCBVisNeTye0ADG6faNyt9IYWqwrXYXDq8Di85M\nrHHkySOFqYmSgVFQUFAI8Mxrpzhe1sYvP3cV5iHMH0vrujAZtSRGhw15HL8ocvhcC+EGDQXpF9ZL\n0Pf8hRlRnKnq4F9bytiwMnuAUWSQw+daePqVE4AiA6swPQk3aHn01iL5+by8WLp63MRHGmUTy74Z\nGK/Pj9fnv6BeM4XJhyiKbKvdDcCn5j6g9LlcwSgZGAUFBQWkoON4WRsAG3eUy8vtHjs/2v9LTrRK\nPi4/ePEQ33v+AF02F0+9eJCT5W0DjlVR302H1UVxbuy4lOMkxUjB0uZDtfy/Fw7yz83nae10DNiu\npFpqTp4/I47rFqZd9HkVFKY6Bp2GhCjp+xMsIeubyexxeAAwDmPQqjB1qLbW0upsZ2FCMekRqZf7\nchQmECWAUVBQUADe2lMlP952rJ7aZhsA+xuPUGOr55njz3PkfCsALrePH/39CGV13fz+9VMDjnWw\nRHL1XpB/cU7eH14jecCYjL3lYI3tdt47UMPP/3VswPb1bT0APLi+kIxExWFaQaEvKpWAWiWEZGCq\nA9/zFKVn7IrgYNNRABYmFF/mK1GYaJQARkFBQQFkQ8k181IQRXh7nxTQNHbY5G36mlE2tdsBiIow\nhBxHFEUOlbRg0Kkpyrq4+usbl2Rw5+ocwo0D+1k6rK4By1o6HJjDdUOWmCkoTHd0WpUsswxQGfhO\nZyYpAf9E8HbFJp4/9Q/8on/kjceBI80nMGqMFETPuCTnU7h8KAGMgoKCAlJAoE+sRZ95BpUALZ1O\nSmu7+OBwrbzNqYp2wg0aHrl1JrMCwUl/5/K6lh5au5wU58aOmwu9aZCG/MFKu60OD+YwpXlfQWEo\ntBp1SAlZZaMVgMxE8+W6pCmPKIqcbD2D3WOXl9VY69hdv583Kt7jQNMRTrWdnfDrcPs8dLg6yYhI\nRatSJnGudJS/sIKCggLQajiBKuEs2+ogLG4ZpXXw9KsnIEIM2S4r2czSmYksmBHPoz/dirOf63dj\nIDOTmTR+AyKDfqBCUv/m1IqGbhwuLybj1HRSV1C4FOg0qpASsspGKxaTjqiIsXvmTHdsnh7eLH8P\nk87EWxXvsyB+Lrdk38DPD/+Wbrc1ZNtWR/uEX4/dK917w7VDC6woXDkoAYyCgsK0w+1zs7l6O0Wx\nBaRHpHK8vAV/Qu8MoTvqHDQvorvHjcbcG8DMy4vljlWSu71Wo0KjFnC6vPJ6URR5ZbskABA9jgOi\nWVnRrFuUxpp5KfzPs3sBBpjxff8vBwHw+sT+uytMAvyinxOtZ0gKjyc+bHTS2grjj1ajwmmXGve7\nbC5ZbGMqU2utp9XRRnH87Et2zg9qdvCf8/8NWXao+RhOn0sOXjLN6SSFJ7Cn4QAO70DRkeruWgwa\n/bh9H+we6RxhSgAzLVBKyBQUFKYdm6u380bFe/z4wG/4x7H3+O3R50PWqy1tCGFSbfzy2b3mduuX\nZZAS15vhMOg0ONw+PF4foihyorxdzsDEWEJ7Yy4GrUbN3dfmkdBHunkoeVCH2zvocoXLy5aanTx7\n4i/87vifL/elTGt0GjXuQAlZb/nY1O5/+eGBX/KHky/SZG+5JOezuXtCgpeEPgFI31KxvMhsVqYs\nBcDhdYYco9XRzv8e/DU/Ofg0ojg+ky72QJAUpjGOsKXClYASwCgoKEwr2hwdskszwM62TagjW0g1\nZPLTVU/y6TmfAEATX41WoyI2sjeTYurXTG/QqWlo6+ELv97JSx+U8vquCnldXOTE/ogO9aMflIVV\nmDx0u628VbEJgGZ7K1trd13mK5q+WEw63B4/VrtbDmAul2KfKIoXPXjvcHbKj0+2nrnYSxoVm2u2\ny491Ki3fWvIVHpp134Dtkk2JGDXSRI6zXwBztEXyq7J7HTT0NI3LdQV7cMK0SgAzHVBKyBQUFC4Y\nt8fHO/uqyUu1UJg5+RyPezx2Xil9A6fXRaTezM3Z6+QZQouYTJfYDCopY/HQ3LswagzMjMlHQCA9\nHZ64ezVvlL8rH69/AGPUaxBFycn7vQM1ABRlRnHvuvwB244XVxcns+1o/ZACAbesyJqQ8ypcGKIo\n8sLpl3D6nBjUepw+Fy+fe42CqDwSwweX2d5cvZ29DQf5bPHDWPRKc/l4khZv4nhZG9VNtl4FsssU\nwPz97L852XaW7y//HzQX2HS+p+GA/Njqtg2z5fjQ6epia+0uzLoIvr7wc/hFEZWgYn78HLpn3IZB\nrUer0tDQ08yC+LlyVqSiu5qDjUdYmDgPkJr8gzy1/+esTV/N7bnraXW04/F7iNCZaHd2jMnLpUfO\nwCglZNMBJYBRUFC4YDYfqmXjTinr8MvPX4U5bHD3+svF0eYT7G04KD/XqrTUdkseLU3HczHMrQcg\nRpNIfLhUB68SVEToTLiRZvP8gRlSURxodmcx6ahpDj3nNfNTSYyeuB/Q+28ooLS2i05bqIyyyahF\nr1Wzujh5ws6tMHY6XV2caT9HmimZB2fdx/f2/hiAJnvzoAHMqbYSXil9A4B/lrzKg7PuVRSVxpGM\nBClYqW6y0tbtxKjXYDFd2gb+F8/8i3ZHB+c6ywBoc7STMEQwOxzdbitba3qzeT2ennG7xsGwe+w8\nsespAG7PWU+UITJk/erUFQP2MQQyMA09Tfz59D/IjcomUm8JCWAA3q/eSkJYHC+d24jH35tF/umq\n72EcZUmYkoGZXiglZAoKChdMcx83+P/922G2BCSHXR4f1U3WoXa7ZFTbpB/Jh4qk8ob3q7dyvqsU\nv8uA6DLiOj8PX0c89+Z8PGQ/g0ZPq7Odiq5qznWUAlJgo+rXd3LN/IGzg4kxEz/7Z9Cpcbp9IeUn\nLo8Pc7h2yN4YhUuHX/TT2NNMq6Od+kB5zOy4IuLDYnlktvRZa7a3DtjP5/fx22PPyc+Pt57ii1u/\nSVNP84BtFS6M9EC2parJSo/Ti8l4aYNDURTZ23BQDl4AWp0dYz5OeVcl/7Pz+/R47VyTthIAWx8Z\n44ngbOBeCDA/fs6o9ukffHc4OznRepomewtZ5gwi9RZ53V/PvhwSvAB0u0b/OxLM9oQrPTDTAmVa\nR0FBYcwcPd/Kqcp2rAE1H5Ug0NBm58X3zuHy+KlptrLnVBOfvn0Wiwouzo3+Yqi3NSAg8MLLnTBT\nWub1e/A15/LExxai1ag4VdnOjOSYkP2Cg8ufHnpaXqZWDZzvKc6N5WePrSAiTMsjP9kKTHzvC4BB\nr8HnF/F4/ei0anx+Px6vH4NOuaVPBvY2HOJvZ18GwKKTBszJ4ZIYRJxRyvQNFsDU9TTIj+fHz+Fw\n83EAyruqLmiGXmEgcRYDRr2GqiYbPQ4PSbHhl/T8m6q3DVjW5mhDFMVRTT50ODuptdXzaumb8rIb\nM69jS81ObBOcgSnrlLLtS5MWEqEbvVz7htyb2FW/j2Z7Kz899H/y8uzIDK5Ju4/v7fkxbv/gQhmv\neAAAIABJREFUvXs93tEHZYoK2fRCycAoKCiMmV//5zibD9Vy+JykevPMV6+W1/1rSyl7Tkmzzr/b\neBJXP5+US0lTTxt+l5Fumxe/SyplCK9Yh7p1BukJEaQnRHDjkowBA4ebs64f9TmiIvRo1Coe2zCb\nj12fj0Y98m21sruaYy2nxvZi+mDUSb4wTrcv5H+DbqBfjMKl52Traflxl9tKjCGa2bGFAMQZYxAQ\n2N2wn2/v/iGNfbIrBxqPyI9vzlrH7TnrAQZ4agyF0+saeaNpjiAIZCSYaGq34/b6MRkubdD/30BP\nXTCgBXjp3EYe3/mk3MPSZG/B7Rs4oBdFkV8d+T3PHH+eJnsL4Zowvr3kq4RpjYRrw7CNsQfG6XVS\nba0deUPg/aqtbK3dRbg2jDvzbh3Tea5Lv5pbsm8IWTYvfg5r01cTqbeQYU4DwKQND3lfQFI8Gy1B\nHxhFhWx6oEzXKSgojIldJxpCnut1ajRqFXeuzuHfW8sw6tWoBIEep9Qc39rlJGWcZjmb7a1E6i30\neHowaPSD1kaLokiHqxO9Wk+P14bfGcO9a2fw920O0Hhw2AWWFcUN2QQPcGPWtWjVGhpsTRTFFvDc\nyb8SqTNTa63nYNNRliQtICk8IWSfBfnDexkcbj7O0eYT6NQ6ufH2e8seJ9Y4dvEDQ6AXx+H2Yg7X\n4XRJAYxeCWAuG62Odt6t/IA78m7GK0p/j0i9hU5XF3mR2XKTtlatJcoQSbuzg3ZnB9/f91NiDNF8\nNP8Odtfvx6KL4MlAU3eR6Gdj2Vu0uzqHOzUAexsO8tczL/PonPuZHTtzQl/rVCc9IYKz1dJ76vNf\nOt+kTlcXPtGHSRvO1xd9HkSRL257ApBMIWtt9SSExfHk3p8wIyqXL8x7JGT/dyo30+JoI8uczrz4\nOcyLn020IQqAFFMSJR2lNNtbRuWrIooiTx99joruKpYnLWZ91nUhPS2n2kpocbRSHDeLSL2Fdyo/\nwKQN50vzPy0ri42FmMB1Anwo92auSV8lPy+MnsH5znKuTVvFusw1tDraOdJ8nI1lb42pLC6YgVGM\nLKcHSgCjoKAwamqbbTz3ZqhUpysw+3/DknRe21mBOVyPAHIA09598QGM2+dmY9nbbKvdRZY5nTpb\nA3lROXxm7oPyNqIosql6GxvL3grZV3QZmZ0Tg/i+EdxGblyazm2jUOq6Lr03q/SSNpxWZzt/PvV3\nGu3N7G08yFPLn0CtGjlg6HB28krpG3I5EIBOrcPtc/PdPT/itpwbWZu+eky9K8FMSzBwqW2RZl5j\nLcrM48XQYm/DL/ouqFzrT6f+RlV3Dbsb9gPSLPA3Fn2eN8rfZV3GmpBt442xtAf6HqL0kbQ523n6\n2B8BWJuxRg52ggPKvlK5AF6/l2prHdmWDECasX+p5FVERHbV71cCmBEozo2VVQODUsqXgpJ2qYdk\nbcZquTckLzKb852S+W2nq1sehJ/rKGVj6Vs02pt4sOhedGodRwLSw7fm3MCMqNyQYy9LWkRJRym7\n6w9we66UuXP73LxVsYk1aSux6EOV1o63nqKiuwqA3Q372d2wnyxzBg/Pvo96W6Pci/XyuddIMSXh\n9DmZackfUjlvJNIiUuTHq9OuClm3NmM1WZZ0ciMlk+BYY7Q8QWTzjD6r1OO1oxHUaFUTowCpMLlQ\nAhgFBYUROVXZzstbSqlukn5MZmVHc/OyTH70t8PyNipBID7SSLvVSd9JzbbuXv1/URQ5WtpKRkIE\n0ebRzeJ1ODv52aHf0hGYha7orgbgTPs5HF4nRo0Bn9/HX8++zP5G6XoSw+Jx+dx0OLsQOtKIsxi4\neXkm52s6uWNV9qD9LMMRrC1vtEvlPla3jd0NB7gqecmwgccb5e/yduXmAcsfm/sQvzj8OwBeK3sb\nlaAKCZhGwhjodXG4pCDxbLU0GC5MjxxyH4WhqbbWcrDxKLvq9+P0OfnhVd/GrBsorev0uthcvY20\niBQSwuJICI+n223FoNbT0q+npSimALMugnsK7hxwnGBgolVpeHL54zy+40m51n9Z0iJ5O6PGgFFj\nkAOYDmcnGpWG/zv6R2ps9Xy++BGSTAn87cy/cfs9GDUGzrSV4PA6Rq3cNB3JT49kxaxEdp1s5GPX\n50/4+fY2HGRf42FZeWtmdO85Hyt+mJOtZ/jjyRf597nXQ+5N71dvBaCyu4YcSyZN9hbSI1IGBC8A\nxXGzCNMY2dt4kFuyr0etUvN62Ttsqd1Jna2Bx4ofCtn+jfL3UAkq/KJfXlbRXSWrjPWlziZl3c36\nC5ebVgkqnlz2OC6fG5WgGrCu/2sKZpb6f6+Gw+FxEKYNU4RMpgkjBjD5+fkq4LfAXMAFPFxSUlI6\nyHbPAu0lJSWPj/tVKigoXDa6etz8/rVT2AIGienxJr704bkIgsD9N+QT0ycQMRm11LVKg/2MxAiq\nGq1y0AOw70wTz75+mjk5MXzxw3NHPLfX7+UnB5+my90dsjz4w3um/Rzz4+dwtOUk+xsPk2lOZ0Pu\nTXJN9Zd+t5kYnQVBELhjVfZFvxcbcm8i1ZTMb4/9iX+WvEK9rZGP5N8+6LbdbqscvKgEFT9Y8S1s\nnh7cPjcZ5jTyIrOpsdbj9Dn5b/m7pJqSKYjOG9V1BOWcg70vZ6o60KhV5KRYhttNIUC328qWmp1c\nm74KkzacZ479ma4+fSan20pYmrRwwH6vl7/NttrdAAgI3JF3M6+cf4O5cUWI9Ebtd+ffwYL4oT/f\nQaUlvVqPSlCREB5HeVcVJm34gJnyaEMUbY4OGnua+OGBX+H1e3uvs72EXx99FpBKiGbHFPJO1QdU\ndtVQGDPjAt6Z6YEgCDx080weuvnSZKrer9oqT36sSb2KZFNvn4dWpZGd7J0+J3p0rEhewq76ffI2\nbY52LLoIvH4vSf16ROTjqLXMT5jLzrq9VFlrCdMY2FK7ExiYxdjXcIj6nkayLZk8NvchNlVvZUXy\nEn577E/U9zQSbYhiadJC5sXN5lTbWTmrbdFdnCdRzBjKZRPC4tCqNFT3k1sejh6vnQjt6MUFFKY2\no5mGvB0wlJSULAMeB37Wf4P8/PxHgdnjfG0KCgoThN8v8vdN5zhaOvzsliiKvPDOWTl4AfjkrUXy\nDFdxoZmdtv+ypWYnp9tKMFh665UfvqmQcIOG42Wtstzv2SppJvl4WduorrOqu1YOXn666knmxhYR\nZ4zhY4V3AbCx9C1eKX2DNyveA+DOvFvJjcxCq9Lg84Ldqg0JsC6W4rjZFETn8a0lXyY+LJbtdbtp\nc7QPuu25QLlIlD6ST835BBE6E0nhCXJw9Vjxw/zoqm+jElR4/V5+c/QPo3bljjRJfjtNHXZsDg81\nTTZyU8zotEoPzGjYUrOT96q28MyxP+P0ukKCF2DQv+nBpqNy8AIgIvKf8/9FRORoy0kcAafxry/8\nHCtTlg7rRRGUvb2n4EMAcsnLYL0FUfpInD4nz538mxy8BGew+ypa3ZJ9PbFhksJZxyh6ZhQuHb5A\nT1RBVB635dw4YL00WJc+A/Pi53BPwYf4yIwNFERJExqtznbZrb5v8NOfbLNUUvh25SZ+dODX8vKg\nsWOro40tNTt54cxLAGgENQaNnpuzryfKEMlniz/JiuQlfHHeo9yUtZZkUyLRffpi+vaxTDRqlZrE\n8AQa7c3yfdHqtlHVXTOgpBIk6XJ7IAOjMD0YTQnZVcA7ACUlJXvz8/NDpqXy8/OXA0uA3wMF436F\nCgoK405pXRebDtay6WAtf3r8miG3e3d/DUfOtxJj1tPWLSkc9e1n2Vq7kxOtpzkRVF0KAzTXYElp\n5RdnfkJBzs0cOmWltqWHtHgTPS43mpTz+G3Sj2KTvQWLzoxB02skt6f+AG9WvM+K5MXsazwEwH2F\nd2HUGHhkzv2IoojH7+Uv/JM2Zzubq7cDYFAbSA1PZuOOciobreSlStmI0ZaqjYaogGdBfFgca1JX\n8tK5VznZdparU5cP2LakQ/J5eGT2x0k3D/SLCdbAGzUGegKNql3u7hBfhKHIDby287VdxFqMiEBB\nxqUbXExV/KKf/Y2Hea9qCyCVIzbamwZs1+oMDWBcPjd/PvV3QJKsXZ26gldK35A/n0E+lHuzHKAO\nR4Y5jafX/K88ERD8m8+NmzVg24LoPE62naG+p5EMcxpfW/BZnD4nj+94Eq/o44aMa1iStJD4sFjO\ntp8HBvbMKFw+RFGk09VNWkQKn5v3yUG3UavUfG3hZ3m97B1WpSwDYFXqMubEzeSJXU9R2lkul1IN\nlYEByLKkA1IGUSP0TmYYNYaAgtmzcu8VMKDUyqKPkIPqIH2zJgsT543mJY8bMYYoaqx1WD02aqx1\n/PHkX3H73GhVWr65+EvEBwJ2AJfPhYioKJBNI0YTwJiBrj7Pffn5+ZqSkhJvfn5+EvBdYANw10Rc\noIKCwvhxqrKd8roualp6pSn9fhGVavCa4WOBDM3X75nPxh3lzMsLVbcZbKAUN/8oNtrBC1HJVjgF\n3/3Tfn79hZU0chZtijSwP9Y8i2dP/oWFCcV8ougeef+d9fvocHXyRiCrApDSZ9ZREAR06oFNmvPj\nZ7NxRyVv75N6ZIJZnvy0i+8L+ebiL9Hj6Qlp2s+SG6gHNxk811GKUWMkNSJ52GM/POtj/OrI7wFo\ntrfwbuUHtDra+dScB4YUCYi1GIk26zlf20l6vFQykZV0ceUd04EPanaE+GdoBDU7avcCUvbO7rHz\nVuUm6m2NIfs19vQGOddnXoNWpeH23PUcazmFShD4aMGHUAtqZsaMvp+i7+BxQ+5NpEWksDJl6YDt\nVqeu4HxnOcdaTrI4cT6CIGDUGPn6os/jF/0hzdFy07+ra8BxFC4PPV47Hr9nxImJFFMSn577iZBl\nkXoLyeGJlAb8V2IMUWQHgpTBiA+L46P5d/Df8ne5a8ZtZJrT+c6eH+H2e2h1tNPu7GBGVC7rM69j\nU/U2NuTeNOL1Z0SkcW/Bh5kZMwO9WjeKVzx+BPtgOpyd/Pvc6/hFP1nmDCq6qzjQeJibstfJ2yoK\nZNOP0QQw3UDfolxVSUlJsAj3w0As8BaQCITl5+efLSkpeX6og0VFhaHRTN8yh7i4C2+CU1AYK30/\nbz0ODz/759EB26h0WuKiBp+1arO6iI00MjMvnpl5A9VnnEiZg++s/iI/3P40Hr9XCl4C7Op6B1Xk\nfPyd8XS7fNi0NfK6v5z5ByCV5nx99aNsrdjDnprDVHX3bpNiTuT63KuZn1UwYLYwJzqDsvYqPrXo\nY2wp38VHizfw8Pe2y+uvW5ROdVM31yzNxGS8OFWawb63qoAaj1flHrD+nfNbaXW2szB5Dgnxww9c\n4uKKEQwP88s9f6TGVc32uj0AlDrPc1XGoiH3m50Tx7YjtbyxpxKAvMyYy35/udznH4nTx88iCIJc\nkuIVfextPIhBo2dd4XIijRZqHXUcbzpDg6+WOYmFiKLIW7VShvGTC+4hOUEaVMURwVNrvwZAmmX4\nIHUk4oggOyVpyPWPr/4Up5rPMTN+BppAUDvYe232SpnMHr9t0v8txoOp8Bo7WiWvrLToxAu63hlx\nWdT3SAH1L9Z/B4N2+Izyhri13D73OvlzrtqrwoubdqTrWJ45j+Uz5rJ8xsg9iEFuix86Sz+RpHck\nQg00+xppdrRSFD+DRxbeyxfe+i4OwR7yflrbpcxSTIR5Qj8XU+EzN10YTQCzC7gF+Fd+fv5S4ERw\nRUlJya+BXwPk5+c/ABQMF7wAdHSMXtP7SiMuLoKWlksn2agwven/eSurC52VnZUVzcmKduoaOsHr\n7b87Lo+Ptk4HM9IiB3xuPT4PW2t3caKphDCNkQRVMp8rfoSfH/4tADGGaNoCZTj6GYdxVxZSXpeD\nW9+K32VEdOtxRUjZG4sugmMV5/nt/hcAyDKn86G8W4k1RmPShiMIAq2tA6U0PzPrIVw+Nxa9mdlz\nZ7N9f7287rsPLCIjUfqhcdicOGzOAftfLG6fNAhut3XL709/KedsU/aovvPpukx0ah2vnH5HXrat\ndB/5YUNX5abHS6V83sB1CD7fZb2/TNT9zel1saNuD7mR2SSbEoecBa7oqmJb7W4+kn/7oApcTfYW\nzrdVkGZK4dE59/OTg0/TGchUPDb3YTw2FS02KysTl3O6+Rw/2P4012dcw9n287LcbJImOeQ1GgJz\ne5fifU9Sp9LRNvLvZ7g2jCZr6xX/WzNZf0/fq9xCh6uTu2bcjl/0s6dKmjSKUsVc0PUG/Sx1ah3W\nTg9WBnesHwqjxkCXw8a5RukzHCEOvJ9PVjL12WgENc8feRmAWF0c/h4pgG/sCv2MlzVLhpwqr3bC\nXt9k/cxdyQwXMI4mgHkVWJufn78bEIBP5Ofn3wOYSkpKnh2fS1RQUJhoGtt7Bz+P3DKT2pYeTla0\n4wgoWfVn98lGRCA7eWBp0vvVW3mz4n0A2bMiJzJT9jf5+MyPEGeM4d2qD9hWuxtd5hk2tdpA5cPX\nnIa3OZW8laXU2qvp8TrYXCNlTq5OXcFdM24b1esxaAwY+jQ9bz1ShyDATz69fFz7XoZCp9aiVWnp\n8fSW451uL5GDl1hjDFclLxnVsfRqHXNjZ3GgqVeW+lR7CU6vM+Q19mVGn9I4k1GL/gpt4N9Zv1d+\nTzWCmgUJxXx85kcGbPfCmZdotrcSoTPxobxbQtbZ3D385sgf8It+rku/mki9hWvTVvKf0jf4bPHD\nsp8KwMyYfL4w/1F+d+zPvF25CZD6q1YkL74gf5hLTZQ+kmZ7C6IoKnKylxin18Vr5W8D0vf//aqt\nWAMKYOl9Sv3GQopJysz1lV4eC7GGGGpt9VR2SaW1/Q14JzNxYTFcl7GadwJqjhkRqejUOsI0xpAy\nSVEU+aBmBwCzYgsvy7UqXHpGDGBKSkr8wKf6LT47yHbPj9M1KSgoXAANbT2U1naRGBPGK9vK+eaD\n0uC50+bi+bfPyoaTX7m7mKLMaN7cUwmA0zUw+wJQ2SCpfy2f1dt/Yvc4cPvdHG85BUC2JZM5fUzz\nvjjvUaqtdeRYMhEEgQ05N8nKTS2+GkS3Dm9TOvg1fDj1Y7zX9Aanuo6xt+GgdK6koUumhqO6yUpl\no5Xi3NhLErwECdeGyQ34AB9U75Af35l3y6iMLoMsTpwnBzDXpq9ic/V2TrWdZUFC8aDbp8SG86W7\n5lLbYiM/7cpr4Hd4HRxrOcX7VVvlZV7Rx77GQ1ybvkoe2IGUEQz2Yx1oOsKtOTfKIgn1tkaeOf48\nHa5O4o2xzIuXBDPXpK1kefKSEAGJINmWTObFz5GlbH+88rtj+lteTqIMFmpt9di9DqUfYAIRRRER\nMcTT5LU+JrqvlL4BSIpxn5n74Ii9cEOxInkxerUu5D47FopiC6iy1nC24zxGjWFQf6PJzPUZa+QA\nJmh0GWOMprGnCY/fi1alobSznLKuSmbFFIb0hClc2ShGlgoKVwCdNhdP/GFfyLKX3i/hhkVpfPnp\nXSHLzWFSCY4haIY4RAYmaEAZGymV45R1VvLLI8/IxmdpESl8ZcFnQvbJMKeFqDBp1Vruy76fv5b/\nBQBvYxYLcpM4dK6F8oZuDu0JwzBTRWFsLlenLr/gH/nSQHncgvy4EbYcX0zacJrsLRxrOcmJ1jOc\n7Tgvr0uPGKg8NhwF0Xmsy1hDQVQe4dqwQABTMmQAAzA7O4bZ2TEXfP2TFZ/fx++O/ZmyrsqQ5Wmm\nZGps9eys2xfiv3Og6SiegMSw1W3jN0f+wJcXfBpRFPm/Y8/R6epiXcYars9YIw84BUEYNHgJMju2\nUA5gpkrwAlIGBqDT1aUEMBPI70/8hZL28xTFFHBv4Z2oBDV7Gg4SpY9kblwRW2ul+65aUFEYfeGe\nPCpBxeLE+Re8/+zYQt4KZMsTw+KnXFZOp9bxrSVfoaGniRijNFGTbcmgxlrH4aZjLElawDuVHwBw\nQ+a1l/NSFS4xSgCjoHAF8Lf3zg1Ydrayg2jTwH6BYEO7QScNyhxDZGDaupyYw6TSJLfPze+PPx/i\n2lw8iOTrYMxMzIBy6XEMWcxIi+TQuRZqmqyIdguOg2v57OO9PzyVjd3sPtHIXdfkolGPxqoK2Twz\nNe7SmphlmNOotdXz7IkX5GX3z7ybbEsGFv3YVMFUgkr2iAi+z/saD7Gv8RCLE+dzU9ZawjRhw/qL\nXErcPg+bq7dR1lXJmrSVrI4baPzYH6fXyevl7zA7ZuagRouHm4/z4umXcAeMHiP1Fm7PWU9eVDaN\nPc3kRWbzjZ3fo6RD8thxeB2oBTUlgcDxC/Me5VdHfk+VVRKC6HR10enqojhu9qD+G8MxK6aQ27Jv\nJMk0dUpuoFeSucPZGZKlUhg/mu0tsnT8kZYTxIXFsihhHh6/h6KYfJYmLZQDmNGa004UaabejER8\n2KWd4BkvksITQkrf5sfPZUfdXl448xIlHaWUdJSSHpEiy0grTA+UAEZBYYrTYXVx+FwLWUkRfPTa\nGRwpbeHtvdWU13dh1A+cOQ43SF97j9oGKu+gJWTHy9po6nBQkC7N5j599Dl6vFKp1C+vfooqay05\nlsxRXZ/FYCK+aT017a2sXpSLPhA4WWVzzNAZwe//5SCiCFVNVv7nvgWDHtPj9SEIghzg1Lf0IACJ\nMZd2xnl58iKOt5yS69xBMrscTOZ5LPQtSwHY33iY/Y1Sedl9hXexbBCX+EvNWxXv8371VgDqbQ2s\nnDGyR8Sm6u1sq93NttrdLE9azL2Fd4asP9h4BLffQ6Y5nThjLGszrpYH4cGBeawhmlpbA1tqdrKx\n9E28AZPASL2FvMhsCqNncKb9HG6fh1qbJOyQdAG9K4IgsC5zzZj3u9wEpZQ7FSnlCaM+IKt9Y+a1\nvF25mVprPflRuQCY9WbSIlL49JxP0NDTxIpR9sFNFIIgcE3aSj6o2cFVg8h0T0VyI7P46oLH+Mvp\nl2QvpqlWGqdw8YxuelNBQWHScqikGRFYPiuJ3FQLH16dyyfWS+pVpyokJbC71uTK2+u0aiq6qni5\n8Q9oM09jd3kpq+/izT2ViKJIj9PDH984jUYtcPe1eVR311LWVSHvr1VryY3MGlMpwiPrFvHQ6qtY\nuzBNzvxY7YOr6QTN6M/XdsnZIb8osuN4PeX13Xh9fh7//V5+++pJeZ+61h7iIo2XvJE905zOj1Z+\nh88Vf5L58XP45uIvXXTwEqRvY3mEtjez9Ncz/5I9D0ZLj8ce0qszGF2ublleeCREUeRg01EMagPz\n4ufQ5bZytFGakfb4vbxTuZkndj3FnkBvE0ilXR/U9Mpc727YT0l7Kc+eeEE2YCzvqiJKH8nXFn6W\nB4ruHjSDYNFbEBH59/nX5eDFoNZz14zbEQRBNrIr66rgmePPA5BiujiZ46mEnIFRApgJI9hvlRQu\nqeJ1u610uyV1quBAelZsIWszVk+KjOltOTfy1IonQu4pU50Mc1pIFYBePXQ5qMKViZKBUVCY4uw/\n24xAaP/Hwvx43tlXQ0ObVFo1NzeGf22Rym7cPg8vnvkXAJrYeiobrby+qxKAnGQLPlHE5vBw/eI0\n0uJN/PrI3+Xjrk5dcUHXmBQTTlKMJPsbDDI6rCNLG/c4Pew93cSL75YErs/Mfevy6bC65H9v7qnE\n5vCQmzKyg/1EURCdN+6lIp8r/iRf2vYtAObFz5b9YQC+tuO7PDr7fubEFQ25f1V3Df8seZVlSQt5\n+fzrmHURLIify476vTw29yFyI7PkbUs7K/jF4d9xe8561masHvHaKrtr6HB1sjhxPitTlnK0+QQ/\n3/0Hvjzv0+xpOCBf61/P/IuNpW9yU9Y6jreewuVzhxzn10clIctjLSf55dVPYfXY5JnsobDoQ2da\ncyyZfH7eI7IanjEwYHwv0PxfHDeLucO8T1cawQCm03npAxif38fmmu2kmpLHZOo52fH5fTTam+WA\nusMlBTBRhkhMWhO1tnoONklyyZZJmAnQqDQjGmlORWKNvf1/SgAz/VAyMAoKU5hOm4vS2i5mpEUS\naeq9gRv1Gp58dBnhBg1FmVEkRkulVXFxIt/e/QOa7C3ytscrG+THlY1WegKlXbEWI+c7yznXWUZR\nTAG/vPqpAfK0F0LwWjpt7gHrKhu7Q563d7vk4AWgqcNBRUPvNpsP1fLB4ToAUuLCL/raJhO6Pn4n\ng9WuvxAIQodia+0uqq21vHRuI37RT6eri80123H73Pzr3MaQbfcFMiUby97CHQgy+vY79edw8zEA\n5sfPIduSyUOz7sMTCIx31e8nxhAlS0jbPD28dO5VzrSfIzE8gf9v6TcGPWanS/q7jlQKsjZ9TUiz\n7py4Ijl4AQjXSJ+vcx2lRGhNPFh074CSvCsZOYC5DBmY7XV7eK3sbf7v2HO0OTou+fknij+d+hs/\n2P8Lnj3xAn848SLNgftnlN4i+12dapPEWePDYi/bdU434ozR8uPhBDkUrkymz11dQeEKJNi8np8e\nOWBdYkw4P31sBV/48FwEQeDpL64kds5ZbJ4e4o2xLIiXnJgFTW8PTENbD7ZAAGMyamV54+szrkGr\n1o7LQDAhOoykQXpVOm0ufvOfEwhAVpLUAP/BYcmcbHFhPEkxYfj9IuV9Api39lb1vt7oK09x6f8t\n/ybfW/YNimIK0Kl13Fd4l7zOMMKMY2lnBSZt+KAKRvW2RqxuG37RT52tgX2Nvf4zuxsO8KWtT/C5\nLY/zn/P/DZExBql8Zmf9PkzacAoC6krz4mdzVcZi6nsa8Yk+5sQWcUv2DfI+QfPJpPAE4sJieGrF\nE6zLWMPa9NWyatbehgMAmPXDBzBxYTHckn29/Lx/mVnfkp1FifOmlILYeKBTazFpw0dVQiaKIvsa\nDtHY0zwu5z7QeER+/J09P6Squ2Zcjns5cfvcHG2RylWPtZzkaMsJTrSeAcCiNzMnVsrufaLoHr65\n+EskTiGflamOkoGZ3iglZAoKU5iaJql5fCjvk749IX61m0qrNOD/9NxPyCo5qHpllJt5f9hHAAAg\nAElEQVQ6HMRapGOFGzVUN9eiV+vGXd2lOC+WhjbJWM1k1CKKIs++fooOq4sPr8lBo1ZR0dDNgbPS\nwOqOq3P4y9tnaWizU1o7+MDsSgxggg3ZAD9f9X0EQeCvgcyLfpgZx2DGJdOcxv0z72ZF8hL+dvZl\nPlZ4F+VdVbxa+iaP73ySSL0Fsy4Cn+hjfeZ1vFW5iZfPvSYfJ2gOd3XqCnRqLXaPgxdOv4Tb5+au\nvNtkrxWAO4vWs7NqPwDp5lRMunBWpSwjTGNkYeI8Xjj9EjdkXANIWYKgKli4NoyNZW/xTpUkhapT\nja6HaHHifOptjQNKzoIBEcCSxMFFIK50IvUWmh2tI5pZHmk5wQtnXgJgRmQO9xZ+mNg+s9pjobSz\ngiprDUnhCeRGZrOjbg8/PvgbNuTexHXpV1/QMScDB5uODblOJaj4+My7sLptU1bhayrTV+lRrx6o\nuKlwZaNkYBQUpghuj48PDtdy+JxUvuDx+uS+lmjzyLNP3S6pyfSq5CXEh8WhU0k3/Oio3kFoc4cd\nm0PKyOj0Ik32FpLDk8a9BGdeXu+PvSiKNHc4OFvdSWFGFDcsTsdk0AbWSeVwcRYD5nDpehvb7eQk\n9/5w3bAkncc2zCbnMvbAXAqCA9GCKKnXZrgf7PKuKvyiXx7M50Zm8d2lXyfbksnVKcvJCxjCdbq6\nqLbWMj9+Duuz1obUyfeVLe3xSJm+J/f9hHOdZeRGZrG0nxJaQnhv6UywjOYj+Ru4JecGksIT+Mai\nzw/q83N16grmxc2Wn4/WSfv+mXfz+KIvDPhszo4txKIzMyMy54J9haY6kXoLbp8bh9eJKIo4vA7c\nPjcen4e/n/03H9TswOF18HbFJnmfc51lHG85OcxRh+ZYyyl+cfh3AFyTtoq78zfIZX6vlr45anGI\nyUawp2c4jBqjErxcJvp+9/uWkSpMD5S/uILCJKXD6uJ3G0+yqDCeq2Yn8b3nD9Dc4UCtEvjBI0vx\n+3sHBTGjcJ+3BQahETpJ0SqolrV+WQov/keq4+60uWkPNNeftR7DL/rJjx6+qfpCyE42k58WSUlN\nJy6Pn3arC4DcFAuCIBAZ0RuQZSSYEASBhKje0qCcFAtl9VIp2YpZiaRcYv+Xy8ln5j7IF7c9gdc/\nuH8PIA8mB5t916q1fGrOA3x9x/fwBVS8NuTehCAIzIyewe5AKddXFjzGV7d/B4BWRzsmbThWt5Tx\nuyf/QwOO3bdUq29px0jo1FoemnUfld3VpEWkjGkgMtjrCxrfaaZZ6VhfIg1SIPqvc69xvrNM7ocx\n6yLodlsJ14Sxo24PzfZWiuNmMT9+Ln869beQ3rjR4PF7aehpZFNAThugOCCYcHPWOs53lFHWVUmL\no21Ab4goivhFP1XWGsy6iFF/ZjZVbyMlPIm4uInPrp1sO0tjTxOZ5nQqu6WM8Udm3M5L5zaSaVY8\nRyYDSeEJNPQ0yb17CtMHJYBRUJik/H3TOUrruiit6+JMZQfNHZJ0rs8vUtloJSJgSGkyamWFr+EI\nDj5NcgAjzeCHhYUOAs/VSAo7tQ7pB3vlBHgHqASBb9w7nx///TBnqzvpDAQwkQHjzfz0SB7bMBu7\n00NhpuS+vHx2Uq9aWoqFj0WHUVbXRXLsldW8PxJqlZoofSQ2t23EbYdy8DZoDHx94ef46aGnuTZt\nFdEG6T3OsmSwu+EAAgJGjYGbstbyZsX7/PLIM3x7yVcAWJ60mIQhfFVuzLyOWlu93Eg/WgRBIGsc\nJV4ng3Tt5SQoJX2g6TAGde/kRrfbikpQ0eO10+O1szZ9NbdkX49f9CMgsLN+Hzdlrxu1p8Y/zv5H\n9uEA+N6yxwnTSn97QRDIj86jrKuSdmdHSADj8/v4/Ym/yI3vOpWWX6x+asTzdTg7ebX0TQCWzyge\n1TVeDCcDZpUbcm/itbK3mR8/h1Wpy8mLysGiG5tRrcLE8LniR3i/egurUpdf7ktRuMQoAYyCwiSk\nu8fNoZIWUuLC6e5xc7S0FYAlMxPYd7qJ7h43Z6sllZ8NK7OGO5RM0Gwx6CkSLEFSq/387LEV7Dhe\nz8YdFVjtHoTwTsq6KojUWyZUftOgk25Bje2SR4kloKSmEoQQWWiA+MjeQWl+WiTmcB1r5qUwHYkz\nxnC24zwOrwOjZuBg3agxEKWPpCimYMhjpEYk87NV3w/JnCxMKKako5RlSYsAyX8nSGNgdj5umJny\nm7PXjfm1KIw/6RGpAFh0Zr6x6Au8cPqfnO04z7qMNcQbY3mt7G0+PONWFiRIQYAaNakRydRY63jl\n/Bs8UPTRUZ3nfGd5yPP+/TORgR6F/opo71dvk4MXALffg9PrGlJJqttt5ZeHn8Ht6/WOKm2rIIaJ\nbZivttahVWnItmTwlQWfkZcnKY36kwaLPoI782693JehcBlQAhgFhUlIVZPUr7JgRhzZyRZ+9fIx\nVCqBOTkx7DvdRGVjN7tONAIQFTFy+djpthJaHW0AROikjEWwB8bldxMVoSctXgpsBJ0DfeF+XD6R\nO3JvGvfX1hdzuJRFCiqLWUzDN2L+v4eX0NbtlPthpisppiTOdpynurtOLvE70XqanXV7MWgMOLxO\nMs0jzxD3V+jSqXV8ouge+XnfAWVZp2Rm2rdxVmFyMjeuiC/P/wxZlnRUgorPzftkyPqlSQsHlN99\nNP8OfnzwNzQEXOZHosPZSbuzgxRTEnW2hkG3CWYp/v/27jwwzqre//h7ZjLZ931P2qR5mu57KYVS\nCmVHdkRQZFNRwet2r/5crnivetWrIqJeBUVQEXBhEZB9b6Et3Zu0fdq0TZp935NJZvv9MckkaZam\nTZo06ef1DzPPep70MMl3zvl+T3NXC91uJ88d+hf7Gw5S1eErznHPorv45c7fAfCnfU9x17xPDDkt\n8P2KLYOmt+2u3sf5SacukHB73FS1V5MaPv45gCIydgpgRE5DR3sCmMykCBbkxPGbr66lub2LLqdv\nbY7e4CU6PJA5PVOshlPUdIRf7fq9/334MSMwvd9qJsb0TP0Ia8Zi9XDZjPWsTls5jk81WGSY7w/k\nwiMNhAUHkHGcXJbU+LAzbsrYUIzYWbxR+i5/3PcUn8i/kZlR2f5V53uNNFIyWmvTV/N26UYau5r8\nFcl6c6jk9GW1WMmJzh52/1BBQlZkBuH2MJwe5xBn9NlWvZOIwHAe2OFbhHReXD7xwbFkRAweDe0d\nvW3sauadso19lQ+BjPBU8mPzuGHWVfzt4HPsrC2guOXokFMJjzT7qif+8Jz/xOlx8v3N9/Nq0buc\nHX/2Kak+taduL+H2MFxeN+nHlOkWkdODAhiR01BJlS+AyUryzUW3B1iJjwrxr9ECkJ4Qxn23r8Bq\nHb5MKkBBz5oFvSKOyYHpcnfjcDl4teqfWMKCsQT6kvhTwpLH52FGEN1vxOWiFZkE2s/cxOsTMTfO\n4MqZF/P84Vf49a5HBlTuCrDYuGPeLeREjW5q4UgCrAF8a+VX+N7mn/pXHw8PVAA5XUUGRvj/nYdS\n39nAI4V/GbAtKTSBj+RcMuTxSaEJBFgDMBsP+he2/MHqb9Pc1ez/HIoJ7pui+k7ZB0MGMFXtNUTY\nw/3nnJ9xDi8Vv86X3/kWV+dcxvqstSf0nCMpajoy4MuAVAUwIqcljYuKnAaa27txezw4ul388M/b\n2GbWEh5iH1QeOTzEzoXL0omPCua2S/OPG7wAFNQPDGDCepJsexf+6nB2sKFiM1trdhAxZwdGTk95\n5eDBi2OOt4jQvgDm0pWq6nMiLs5ax5w4A7fXza7aAuKCY1icMJ+vr/giCxPmjVugERwQxEeNq/3v\ne3OoZPqJDIyg0+UYUNHJ7XHz0O7H+Pn23/CX/f/wb48IDPflWcUPn2dlt9mZGZVNTUedv+JdVFAE\nmZHp/jWOegtIAOyo2eUvNtKr09VJvaORpLC+nLh1Gef6Xz976F+0dLee5BMPVnHMdLisyIxxu7aI\njB+NwIhMsvLaNr776IesW5LOnOwYDpQ1k5YQxpVnZw851ePmC/O4+cK8Ya9X2lrOW6Ub+OzZt7C1\nageV7dWE2UNpd/oS5Xvnc6eGJ2O3BlBQv99fIchpcRAa1Q31A/+wOFXmz4zl3AUprF+eQYBN36ec\nCIvFwnW5V3CkuYSMiHRumX39SS9CeDzz4vpGeMI1hWzaig+JhUao7qgjo2cNnbK2CnbVFQ447ubZ\n17E6dXTTSz8++wZ21e7h5ZI3WdRvvZ9eGRFpfG7hnRQ1HebVkrfYU7ePs1OX+/fvrCnAi9e//hH4\nqsxdP/dy/l7oq0hW21E/qspphfX72Vmzh5uMawflfwG8XbbRv5Dr+ennMDduNjNULlnktKQARmSS\n/XNjMS63l1c/LKW36NMNa3NYkBM/8olDcLqdPFLwODWddSwpncPunjKgn5p3Kz/f8ZsBx4YEBDM3\nLp+dtXuo7kmqBfzVgcLtp36qUHBgALdfNrqFC2Ww5LAkfnzufac8ydhisXDPwruoc9Rj14Jx01bv\ndKmKtkp/AFPV7vtsuDT7Al4qfgPAv0DqaMSFxLAucw1rM84Ztp/OjTOICozg1ZK3eHz/38iJzibA\nYmNL1XbeKH2XAGsAy5MXDzjnhrmX09DSwpul7w2qcjaUg42H+fWuRwBYmDBv0IKprd1t/uAFfBX1\nggOOXyBFRCaHfhOJTKKubjdb9/cFD69tLQUg/SQXZnyp+A1qOn0ll//vwz8REhBMmD2U3OgZ/L/l\nXxz0x+eypEXsrN0z5LWGGv2R089EVUjKjxt+1E+mh9SevLeK9ir/tt6KYXkxOcQGx/JG6bsnNa3q\neP00Nbwv5+4XOx4iOzLT/9l05cxLBi10abFYyInK5s3S92g+TgDT4Ggc8AWO2Vg0IIDpcnfzv1sf\nHHCOgheR05vmbIicYkcqW3j1w1K+/MsNVNS143J7KK5qwev10tDqwAssnhXvn0JlsRy/nPBQKtur\nee3o2wOmfrk8Lq6ceQkWi4X0iNRBCxD2Xyfk+6u/eXIPKCLTQlpPEFHR1hfAVPeMwCSFJnF26nK+\nvfIr/jy68dQ/wGnqauZg4yEAliYuZH3meUOeE91TAKDO0Tjitf9+8PkB7wvq9+HxevzvC+v3U+9o\nxIKFS7Iv4N8Wf/qknkFEJo5GYEROobLaNr732FZ6lwN89cOj1DU72FvcyC3r80iJ8/0hkJEYTqDd\nxua91Xi9YLOe+HcLzxa9iMfr4ca8q3izdAMHGov4wuJPMzMqe9hzAm12vnPWv2O32okOiuIbK77E\nK8VvcnbqipN4WhGZykLtoUQHRflHYCrbq/35L5ETkPv0uYV3+Kd5tbs6WJy4gDvm3TLs8WlhKQTa\nAimo28t1uVcMmdcCUNJSSnRQFN87+xs8uvcJtlbv5IOKD/1l4g83FQPwxSV3kxs99up9InLqKYAR\nOQWcLjdvbS/nyTeLAN+UsLLaNt7d1Vfh5vHXDrAgxzctIiYiiJmpUWzeO7pF5I51oLGIgvr95EXn\nMC8unxmRWTiDOojxJhz33MTQvmPSwlNG/INBRKa31LBk9jaYtDs7eOHwKwCkh6dOyJTSuXGz+bfF\nn+ZXux7B5XGRM8KXL+CrcrYiaTEbKjbzz8Mvc80QC+92u7tp6momLyYXi8XC1TmXUVC3j2cOvUhc\nSCzNXS3sbzxIgMVGVkT6KXoyERlvmkImMs46HE6+8qv3/cELwNdvWcySPF+gsMzoCxh2H6oHfAHO\n3BkxLMqN52MXzuJEbazYAsCVOb7pYuGBYeTFzxzLY4jIGag3F6Wgbh+7agsJt4fxhQmcUpUXk8un\n53+SvJhcFicOrlp2rGtyLycxJJ7Xj75DYb05aH91Ry0AiT05NDHB0VydexmdLgcP7nyYP+57isr2\najIjM7Db7OP7MCJyymgERmScVdZ30NbpJDEmhJrGTgBCg+3cftlszl2QwvycOO760VsAnL84jYtX\nZpIYHQLAF65fcML3c7qd7KnbS3xwrEp+isiY9CbyP2E+jRcv1+ZecUpyXkYyN85gbpwxqmODA4K5\nY94t/OjDX/By8euDznvu0EsAZPf7bFydupLC+v3sqdtHTFA08+PnsDRp4fg9gIiccgpgRMZZU5tv\nEbh1i9PocnlIjfOVIw4LtrMwd2Bp5PSEMH/wcrL2NRygy93NmrQFqhwmImPSW0rZ6XESERjOkinw\nh31GRBpZkRkcbi6hvK2StJ5nqG6vYV/DAQBmx/aNbFstVu6Y+3FeLXmTZUmLSA5LmpR2i8jJUwAj\nMs6a2roAiI4IYkX+yL8Yg4PG/r/gjp5So4sS5435WiJyZkvuV6nw8hkXTZl1f5YmLqC45Sg/2HI/\neTG5hNlD2VPrK0BwafaFxAQPXLsm0GbnipkXT0ZTRWQcTI1PJpEpxB/AhAcd91ibdWwjJk6Piz11\ne4kJiiYr4sTXZhAR6c9uDeBT828l2BY0YNTidHde+mqsVhvbq3dzoNGXfxhkC+SijPO5JPuCSW6d\niIw3JfGLjLOKunYAEkaYGpaVFAFAUszY5pZXtFXS6XIwLz5f08dEZFwsSpg3pYIXAJvVxtr01Xx5\n6We5Me9qLFi4KGsdl8+8aNjyyiIydWkERmQceb1eDlW0EBsZREzE8CMwX/3YIirq2slKjhjT/Vq6\nWwGI67d4pYjImey89LNZnrSYkIDgyW6KiJwiGoEROQkdDhdv7yynw+EasL2zy0VLezfpCSMv+hYW\nbGdWevSIx4xGbwATMQGLzImITBWh9hCNSotMYwpgRE7C+wWV/PFlk3t+/i4NLQ4APF4v//P4dgBi\nIyfmm7+9PeseRASObSRHREREZKpQACNyHBV17Tz/fjFujweny0N1Qwd1zQ7//q/95gMA3tpeTnmt\nL/8ldByqizV3tfDQnj+ytWrHkPsdLgc7awsAiNQIjIiIiJwhlAMjchzf+t1mAFLjQjla3cbz7xcP\n2O/2eCmuauHvbx/ybxvrzAWv18tvdz9GSWspu2sLaXd1srO2gJbuVhYlzOPKmRdT72j0H58QEj/C\n1URERESmDwUwIiNo63T6X//muULcHu+Qx/3pFZMup5uz5iZhs1i4dGXmkMeNVquzjZLWUtLDU6nr\nbOCvB57173u9s56Ls9bxQeWHAFyVcynBAccv2SwiIiIyHWgKmcgIaps6/a/7By8J0QNzXI5U+pLp\nF+bEc+cVcwgNto/pvs1dLQDkRs8gv18508UJ83F5XBxoLOKt0g0ARAdFjeleIiIiIlOJRmBERtAb\nwHzswlkYGdH8453DrJ6fzLLZiXh6Aprv/2kbJVW+ACY5dmzruvRq6moGICookhlRWeysLeAjOZcQ\nZg9lR+0e3i3/wH+sETO11msQERERGQsFMCJDaGztIjo80J+UnxIbSmZSBF+6caH/GKvNl+gSFtz3\nv1F4yNhGXno19YzARAdFsSxpEQvj52K32Smo2wdAYf1+AL654stEBakCmYiIiJw5FMCIHGPr/hp+\n/ayvuldITzWxzKThg4SwftPFQsah+hhAVXs1APEhsQDYbb579J8ulhyWRGp48rjcT0RERGSqUA6M\nyDF2Harzv+7scpGeEEZkWOCwx/cfgQkOso35/l6vlwONhwiw2MgITxuwr38AszRxwZjvJSIiIjLV\naARGpB+v14t5tAmAu6+ay5zsWAIDRo7z+yfsWy0WXB4Xfyh8gsauJhyuLlLDk/n47BtGXSnsvfJN\nVLRXsShhnn/kpVd4YBg5Udkcbi5hadKiE3w6ERERkalPAYxMKx6Pl6feLGLz3ipS4sL42i1LaGrr\n4rkNR7j6nBlEhY8cRJTWtFHX7GBFfiIr8pNGdc/+IzAAR1vL2Vm7x/++uqOGoqbDRAdF8Zn5nyQm\nOHrYa7V0t/JM0QuEBoRwQ95VQx5zz6JP0eBoICk0YVTtExEREZlONIVMphXzaCOvbS2lpcOJWdpE\nVUMHf3rF5J2dFTzxxsHjnr/9QC0AS/JGHxwcW3msur0GgIuz1vm3tXa3Udpazo5+gU1/na5OPF4P\nhfUm3R4nF2WdP2x55ECbneSw0QVXIiIiItONRmBkWiks9q1On5MWyaHyFr7x0Cb/vvK6dv/r7Qdq\nqWvqZGZqFLnpvkDB0e3ihfdLCLBZmT8zbtT3nJ0VA0BoTwJ/dYcvCMqPzSMrMp3IwEh21xXyaslb\nVLRVDTq/rrOB72/+KSlhyQT1TDObE2ecyGOLiIiInDGOG8AYhmEFfg0sBLqAu0zTLOq3/2PAFwEX\nsAf4nGmanlPTXJGRNbZ2AbB2URqHyn2liKPCAmlu76bD4QKgsr6dXz7tGwmJDAvk5/eeA8ATrx/E\n4/WyYEbcqKqJebwerBYrwYE27rt9ub8aWU1PAJMUlkBkoK96WWZEGm+VbuBoa9mg6+yo2U23x0lJ\na6l/W1xwzEk9v4iIiMh0N5opZFcDwaZprgK+Dvy0d4dhGCHA94DzTdNcDUQBV5yKhoqMRlObL4BZ\nkZ/I2sVpXLg0nR9/dhXZyRG0djjxer0UHG7wH9/a3o3H68Xj8bJpr6908S3r8457n731Jve+9XU+\n/+Z/8FLx62QmRRAXFQz4RmBCAkKIsIf7j7dZbaSHp1LZXs3+hoMcbi7279tdtxcLFlLDfCWRLVgI\nDgge889CREREZDoaTQBzDvAygGmam4Bl/fZ1AWebptnR8z4AcIxrC0VOQHN7N2HBAdgDbNx6scHN\n6/OwB9iICA3E5fbg6HZTVtsGQFJMCF7A0eWmocWB0+XhrDlJ/kBkJK8ffcf/+sUjr+H1egHfqExN\nZx2JofFYLJYB52REpOHxenhw58P8dNuvaXO20+lycKS5hBlRWcyKmQmAF+84/TREREREpp/R5MBE\nAs393rsNwwgwTdPVM1WsGsAwjHuBcOC18W+myPF1Od3UNzuIjx4cgESE+qZ3FVe18t7uSgAykiKo\nbuzky7/awG2XzAYgMSZkxHs4XA4q26sJCRh4XGlrORaLhQd3PIzH6xlyClhmxMA1XX6583c0OZrx\n4mVGVCYzo7J5p+z9YZP3RURERGR0AUwL0H8Zcqtpmq7eNz05Mj8G8oDrTNMc8evjmJhQAgLGvtjf\nVJWQMPyK7nJ8zW1dvLDhCE++ZhIRauf+L60lwGbhv363mbLaNrqdbs5ekDro55yS4JvO9b9P7Bi4\nbX8N3U4Pj/xrHwDGjLgR/43+vOt1/rn/1UHbtzfu4L2SLThcvilsCZExg66zJDCfP++HjMgUSlsq\nKW0t9++bnzaLVRlL8QY6yY5OJyF+fPqJ+ptMJPU3mUjqbzLR1OdOH6MJYDYCVwJ/NQzjLHyJ+v39\nFt9UsqtHk7zf2NhxvEOmrYSECGprWye7GVNWV7ebbzy8yZ+o39rh5K7vDx7wWzgjdtDPeaWRwHs7\nyqlp6gR6Sh+7+7qry+0lPyuG3OTB/0b1nY3sritkbfpqtpbuBiA0IIRQeyht3e043A5eO/TegHNa\n2zsHXSeIcD6/8E4yI9P52nvfBWB+/Bzmx+czMyiXuro2FkctBi/j0k/U32Qiqb/JRFJ/k4mmPjfx\nRgoYRxPAPAOsNwzjfcAC3G4Yxs34pottBe4E3gPeNAwD4AHTNJ8Za6NFjlVU0UxjaxdGRjQdXS5K\na9oG7M9Ni8JmtZASFzro3PjoEL7+8SX87KldOLpd3Hf7cv786gH//py0SO69bj72gMFpYd/54Id4\n8ZLRMwUs2BbEj8+9z5/j8oMt91PeVjngnNTw5CGf4djyyHNi81idunIUTy8iIiIiMIoApmdU5e5j\nNu/v91qLYcqEOFzhK4t80YoM5s+M44G/76azy8XhihbCggP4xieWjnh+dHgQ992+HI/XS4DNyqp5\nyWzYU8kt6/M4b1EqAbbBXdnpcfmT6qvaq6lzNJAQEjcgQT+0Xz7Mx2ffgN1mZ0niglE9U5AtaFTH\niYiIiIiPFrKUKaOpZ+pYQlQIATYrX/noIrq63by5o4y89OhRXcNqtWDFF3zkZ8Xw0L+vHTJw6dXo\naPK/fqboX3S7u5kdM2vAMf0DmLiQGPJico/bjqyIDEpaS0kOSxxVu0VERETERwGMTBnN7d2Ab/HJ\nXkGBNi5dmXXS1xwpeAFocDT6XzvcDmZFz+Si7PMHHNO/IllkYOSo7vv5RXdS2V5NVmTGCbRWRERE\nRBTAyJTR0t6NxQLhIfYJu2dvAHP5jPWsSTub8MCwQceE2vsHMKOrUBJmDyU3esb4NFJERETkDKIA\nRqaMlvZuIkMDsVotxz94jOo7GwiyBVHWk5yfH5s3ZPACEBIQPORrERERERl/CmBkSuh2umlodZDe\ns57LqdTW3c5/fvBD/3urxUp6eOqwx4fb+9rUP7lfRERERMafAhgZV1v2VVNU3kxJVSu3rM8jMykC\nr9dLS3s3UeEnX3GrqLwZl9tLXsbokvXHYlvNLv/rqMBIVqetxG4bftrasaWRRUREROTUUQAj46bD\n4eS3zxX2FB2GjXuq8Hi9/NejWwH4fx9fwqxhqoV1drkICRq+O+4t9uWizMmOHdc2D6WstcL/+u4F\nt5EZmT7i8fEhsdwx9xZig2NOddNEREREznhaw0XGzeHKFrxAXKQvD6S5vYv/fmyrf/+Og3W43B4O\nlDbxt7eKeGNbGQAFh+v5/P3vsmVf9aBrer1eHn/tAK9sOUqAzUpeRtQpf47StnIsWPjOWf9x3OCl\n19KkhcyIyjzFLRMRERERjcDIuHC5PfzsKd/UqwuXpfPXt4rYsq9mwDEvbz7KB4VVtLR1+0dpzlmQ\nwitbjgLw4gclrMhPGnBOSXUrb2wrIyE6mI9dmEdw4Kntsg2ORkpby8mLySUxNP6U3ktERERETpxG\nYGRc7D5U7389OzOG7GRfOeGYiCA+dmHfwo/N/YIXgLpmB06XBxh6TZbdRb7rXr82l0W5pz6g2F6z\nG4CliQtO+b1ERERE5MRpBEbGzOPxsq8nR+UL1y0gKzmCe69bwIf7a1iUG09CdMP1YaoAACAASURB\nVAgx4UEUlTfz6oelAATZbXQ53Xz7d5v7ruP1Drr2zqI6bFYLc8cx98XlcfGrnb8nOCCYS7MvGDBN\nbFv1TqwWK4sS5o/b/URERERk/GgERsbE4/Hy7d9v5o3tZVgtFoxMX5J+dHgQ65dlkBDtW+Rx2exE\nlhmJ/vN6j+uvrcM54P0fX95PcVUrc7JjCQ0ev1i7rrOeA02H2F1XyP/t/oN/+z8OPs/R1nJmx8wa\nds0XEREREZlcCmBkTKobO6is7yAzMZx7rp0/YiWx2Mi+Msr5WQMrdiXFhtLR5fK/L69r552dvmpg\n166ZOa5tbuluHfDa7XHT2t3Gm6XvER8Sxw15V43r/URERERk/CiAkTG57w8fArB6fgqLZo2coxIV\nHuh/3X805ju3LSc6LJDOLhcej5dup5vfPb8XL3DvtfPJ6smnGS2nx8UT5tP8ed/fAHC4HPyh8C+8\nVvI2AC1drQOOb3N2UFC/H4BVKcuVvC8iIiJyGlMOjJy0uqZOfwL+vJnHz1GxWa1EhwditVqIiwr2\nb89KjvBPEevsdvH2jnJKqltJig09blB0rLLWCh4pfJzqjloALso6n0f3PkFJSylHW8pYn7XWPwIT\nFRhBc3crT5pPc7i5mABrAEsSlfsiIiIicjpTACMnpbyunV/83Vc2+bZLZ5MSN7qckR/dvcr/+ms3\nL/ZXHgvtmXrW7nBxuKIFgDsvz8disQx5nW63k6OtZeREZdPpclDTWUt2ZCabq7b5gxeA7276MQAW\nLDR1NeP1emnq9l0/NTyF5oZWdtcVAnB1zmUkhiaM+mcgIiIiIhNPAYycMLfHw0+e3EFzWzdXnp3N\nOQtSRn2uPcDmf21k9uXBhAbbAeh0uDha3UpkWCC5aUMvWvn60Xd4pujFQdvvWXiXf3TlJuManjSf\nAeDslBW0dLdQUL/fF+x01AGQEZHGvoYDACSGxLMu49xRP4eIiIiITA4FMHLCGlu6aG7rZvnsRK4Z\npwT78FBfALOzqI76lq5hp6QVNR0ZMngBKGzY789vmR8/xx/A3Dz7Op40nwbgaGsZe+r2EhoQwrqM\nc7FiYUZUFjOjsrBZbUNeV0REREROH0rilxNW2+wAfJXDxsuquUkE2q288H4xAJmJgxP33R43j+//\n24BtX1x8N9FBvpGat0s3cqDpEADRQVGclbKMy7IvxGKxkBvtC7Qe3PkwAPEhcUQEhnNlziXMi88n\n1D5+zyIiIiIip44CGDlhdc2dACT0S8Qfq/ioEM6ak4zb41vMMjMpfNAxh5qLqemoIyTAd9+bjGuY\nFTOT/1r1dT6RfyNefOf2VhH7RP6NXD7zIgCWJS0aMEXsrnmfGLe2i4iIiMjE0RQyOSE1TZ384V++\nksPx4xjAAKxbksa7u3xrv2QmDR6B6c1XuX3uzSSFJhIf4ptmZrPaOCtlGU1dzbxVuoGP5l0z6FyL\nxcJ1s64kKyIdD17iQmIGHSMiIiIipz8FMHJCnnn3sP91fHTIuF47MymC/KwYqho6SIwZfO3S1nIA\nsiMzCRtiytcl2RdwSfYFI95jWfLi8WmsiIiIiEwKBTAyQIfDiVnaxIKcOGzWwTMMG1sc/tcxEUHj\nfv8vXL8At9uD9ZjyyV6vl9LWcmKDY4YMXkRERETkzKAcGBng/54t4MF/7OGZd48M2N7U1sWP/7Kd\nA2XN/m29a7iMpyC7zV9Sub+qjhranO3kRGWP+z1FREREZOrQCIwM0BugbDNruH5tjn/7398+xP6j\nTQDcfdXcYddoOVXMxiIA8mJyJ/S+IiIiInJ60QjMNOfodvH2znKcLveA7VUNHTz0z0Lqm/umhLnc\nHpwuDwDVjZ0crW7F4/VS3djB+wVVAKxZmMqK/CRiI8c3gX8kR5qPsrF8MwBGTM5xjhYRERGR6Uwj\nMNNUY2sXT715kC37agA4XN5CaHAAjm4XH7sgj/v/upPaJgcl1a0sn53IeYvSBl3jvj98yNXnzCAq\nPBCAnLRIbrt09oQ+R1t3Ow/s+C1Oj5NFCfOJCxl6gUsREREROTMogJmGnC4P3//TVhpauvzbNuyp\n9L9+d1ff68r6Dv65sZjSmjY+snoGAOEhdto6nQC8taOcs+clA3DD2omfvnW4uRinx8n6zLVclXPp\nhN9fRERERE4vmkI2zXi9Xn71zB4aWrpYOSeJK87O4nNXz8NmtQw69tufXOZ/XdPYSUNPhbH5M/tG\nOaxWC+V17QAkDVHa+FQ70nIUACM2F4tl8DOIiIiIyJlFAcwU1e1088a2MpraugZs31fSyO5D9QBc\ns2Ym167JYdnsRP7ztuX+Y/IyovnSjQuZkRLJfbf7tpfXtfPkmwcBOGdBqv/YxtYu9hyuJz0hjMiw\nwFG17UDjITZXbsPj9Qx7zPaa3bxx9F0A6jrr+dGHD/jXeenV4exkZ80eLFjIjswc1b1FREREZHrT\nFLIpxuv10tjaxZ9fPcDOojqa27u5ds1M//7qxk4AVs5JIrHfQpMZieH88otreGdXORcuTcceYAMG\nrnhf2+QgJS4UIyP6mHvCtWtyRhwB8Xg9vFT8Bm8efReH2xdUWS1W4kPieLTwLyxPXszlMy7CYrFQ\n19nA7wv+DMCqlOW8XbaRo63lPLjjYX685j7/9b6/5Wc0dTWTFJpASMDEFQ0QERERkdPXlApg9hY3\nUN3QQXx0CIcrWjhnfgpxUWfGH7a/ea6AiroOymrbBmxv6LewJEBdsy+AOX/x4KT80OAALl2ZNWj7\nz+89hy8+uAGAz18zH6vVwnduW853H/0QgMykcBbmxo3Yvj11e/nXkdcGbNvfeJBNe58A4KXiN4gN\njsWIyeXpg8/7j6lor8Jq8Q0Etrs6/Nu3Vu+kqctX0jk6aGJLNouIiIjI6WtKBTC/f3Efja19U6Ze\neL+Y7921kqTY6bky+8Y9lYSH2MlJi/JXE+s1IyWCI5WtA6aQObpd7C/xrdUSdwJljiPDArnn2vlE\nhweRGh8GQFZyBBGhdlo7nKQnhI84+rKxYjMfVu3wv1+UMI+dtQVsqtw64LjH9/9t0LmvFL9JkG3g\n1DS3x80Lh18BIDY4hhvyrhr1s4iIiIjI9DZlApjWjm5/8JKVHEFJVStuj5dfPr2H79y+/JSsCj+Z\n3B4Pv39x34BtaxamEhUWyFlzk0iODeULD7zH3uJGKuvbsVgsfPt3m3F7vCzIiSM2MuiE7rckL2HQ\ntt6gZaTU+eauFv6y/x8DthkxuRxqKqbV2UZWRAaXZK/jt3seG3DMwvi57KorZG+DOWC7y+OisN6k\n3tHIuWmruMm45oSeQ0RERESmtykTwJTX+iphXXpWpr+c70P/LGTT3mqKq1rJTYuiua2LP7y0n2vO\nnUlWcsRIlzstHSxroqy2neBAGwdKmwbtX5KXwIKcvqlcUeFBtDtcfPPhzcRHBeP2eFlqJPCZj8wd\nl4pdSTEhtLR3EzFM8n5zVyvf2Pg9/3urxcots69nRfISkkITKW0r5+yU5YTaQ/nknJtwuLp46sAz\nACxPXsKuukLfcwRGYrFYaOpqps3ZTlHTYQCWJS0a8zOIiIiIyPRyWgcwTpebZzccITUuDI/HC0By\nTN90sRmpkWzaW83zG4u5+6q5vLKllN2H6jlS2cIDXzh3spp9wrxeL7uK6vnFP3YPe8zHLpg1IHgB\nBpRGrmv25cJ88pLZoxqNcnlcmI2HyI+d5c9B6d2+t94kKzKDu6+ax78+KOEjq7P9+z1eDwV1+0gK\nS+SJfiMvX116D9FBkcQE+woAGLG5GLF968asSF5Cp6vTH8DkRGezKmU5Fix8bPa1/P3g87xTtpGS\nljLqOhsASAodPCokIiIiIme20zqA2X+0iZc2+dYBOWtuEgDx/ZL2e/M89hyu55dP76HD4QKgtcPJ\nvuIG8rNP31XbO7tc2KwWKus7+OlTO/0LRwIE2W2EBgcMyPcxMqMHXcN6zNou5y5IITzEPqr7v122\nkWeKXmRt+uoBOSYvHnmNV0veIj82j3sW3cUtF+UNOO/pgy/wVtkG//vZMbP4/KI7BwRBwwkJ6KuK\nFhkYwcfzb/C/jwuOAeDZohcJsAYQbAsi3B42qmcRERERkTPHaR3AtLR3+19vKqwGIK5faeD+eR77\nShoB3yry7Z1O/vzaAb57x4rTJjfG6/XicvvWRSmrbeN//ryNwAAbVquFtk4nM1MjWTU3mSffOMgX\nrl9Acmwo1Q0dvLWjnB0H60iKGVyo4LZLZvPg07tpaPEFOjNSI0fdli1V2wFfILM6dSWp4cl4vV7e\nr9gCwJHmkgHnFNTt473yTRTU9+XlrExeysfzbxhV8NLrq0s/j81iG7T93LRVbKjYRE1HHRYsZEVm\naOFKERERERnktA5g2vuNSgCEBQcQG9EXtBz7R32Azcq9183n7R0VfFBYRWlNGxmJ4fz8b7vo7HLx\nzU8sGzRqMVEeen4vBUca+Nnnz+btHeV0drnp7HL793/t5sXYA2ysW5Lm/8M9JiKIvIxo3B6Pf92W\n/ixhzfzPZ1bwzDslfLi/hpX5SYOO8Xq91HbWkdhvOtbBpsOUt1X63z+290m+uORufw4KgMPdRWt3\nGxGB4eyqLeShY5LwAZYkLjih4AVgRtTgMs4AgTY7NxvX8fMdv8WLl5XJS0/ouiIiIiJyZjitA5g2\nhy+AuXxVFvtLGlm/PGPAiEpIUF/zf/zZVYQF2wkJCuBQeQsfFPpWkXd7vOwt9o3O1DZ3DjmSMRE2\n7/WNIH3mJ+8AvvyVb926jD++sp91S/oWljx21MFqtWC1Dg5etlRt57G9T3JN7uXcuO48blyXO+gY\ngA+rd/DY3ieZFT2TCzLXMD9+DoebiwH49Pxb2VK1nZ21BbxX9gHFraWAb92Vpq5mKturiAjMHTAa\nc7NxHX8xfbkvs2JyxvATGSw3eiZZERnUdtaxPHnxuF5bRERERKaHSQ1gHvnXPjbvrcbp8rAgJ451\nS9LYsLuSji4X9167gHd3VgBw1pwkrjtv6D+Wb7pgFvtLGomNDMbab+QCfAFMV3ffKEdlXcekBDAe\nr9f/undtlRX5SWQlR/DtTy4f9rxni/5FVFAkTreT6o5a1medx7OH/kVUYKS/gldVe82Q53Y4fQta\n9q7FcrDpMAebDmO3BvincGVFZpASlszO2gJeLH4Nl8dFTtQMVqeu4I/7nuKBHQ9xQ95VHOoJeJJD\nE1mdthKHuwuP1zNo/Zaxslgs3LPoTro9TkICzowFSkVERETkxExaANPS0c3GPZX0/m2/+1A9uw/V\n+/d/9mfv+F+Hhw7/h/JFyzO4aHnGgG29AUxDq4PWjr4Rm6qGDiZDa4dvJGnV/BTuuNRgU2E182YO\nv7K91+vlSEsJrx19e8D2TVVbBx3b6Bhcbrmmo46fbPsl7c6+512SuIDtNbtxelw4cfHRvGuIDorC\n4/Xl5bg8LuzWAD6efz1d7r7co78deA6AQFsgX1/+bwBckLlmlE9+4kLtoUzPZUlFREREZDxMWgBz\nsLQZrxeuOXcGG/ZUUtvkKwNsZERjlvauJh9EVnIkEaGjq6zVKzk2FIsF3ttV6U+cB2jt7B7hrPHh\ncnsGFQ5obPU9W3x0CDarldXzUwadd7SljN/ueYxAmx23x029o3HQMQHWAFweX6W1xNB42rs7qOms\nw+1xY+uZZmY2FPFI4eO0OzuYEZlJcUsp1+d9hFnRM9le4yvTfO+iTzE7dhbgW7slLyaXw83FfCL/\nRhJDE+h2D8w9WpK4gMtnXITddmL/DiIiIiIi4+24AYxhGFbg18BCoAu4yzTNon77rwT+E3ABj5im\n+fBoblxR1wZARlIE31yUxq+f2cM1a2ZSWd+BWdpEXGQw//u5s0/8iYDIsECWz05kyz7f9Ko1C1N4\nd1floKIA462xtYuv/GojAP915wrSE8L922FgCej+Ol2d/L7gzzR1NQMMWaXrGyu+RFq4L/Bp6mom\n0BrIz3f8hvK2Su7f/n98ddk97Kot5HcFf8Lj9XBh5nlck3s5zp6RFYD7z/s+XryDpn59dsHtWMAf\noAQeE6gsT1pMcljiyfxIRERERETG1WhGYK4Ggk3TXGUYxlnAT4GrAAzDsAP3A8uBdmCjYRj/NE2z\neriLuT0eymvbeWNbGQBp8WFEhgXy9Y/7qk7NTI2kurGDdUvSx/Jc3Hl5PoE9ifHXrsnh3V2VtHW6\nxnTN4ympavW/3ry3mvTzBgYwcVEhQ573pPkMdY4G//srZ15MdmQm7a4Out3d7K03SQnrqzAWHRQF\nwLLERZS3VXKk5SjPHXqJV0veItAWyB1zb2Z+/BwAf/ACgwOTkbYvTVzI9prdfHbhHcyJzRviLBER\nERGRiTeaAOYc4GUA0zQ3GYaxrN++fKDINM1GAMMwNgBrgL8Nd7Gv/eVZmtq6IBCsgVDefYiK2oHH\nzJ4PFc7B20cr3B5OekQqd1yeD4DH48UCbD9Qy+OvHuCjF+QSYLPS5XTz3IYjXLw8g6jwoJEvOoKD\nZU1kJkXQ2Na38GRNY6f/dV8AM3gE5nBzCVurd5IdmUmHq4OajjpWJC8hKqhvTZcVyUuGvO8FmWs4\n2lrGjto9vFryFgA35V3jD17G4va5N3Pb3I+dcJlkEREREZFTaTQBTCTQ3O+92zCMANM0XUPsawWi\nRrpYZ+om+ocKDxfsGG1bT0iwLZj7Vv0HEYHhWK0WeuuAvbG9jOX5ieRlRPP8xmJe3nyUvUcaiAwP\n5IIl6SzMjR/2mnVNnTz8wl4Wz0rgwmXpBNisPYtSbic9IZyFuX2J+TsO1vHiB8VcdlYWdc19OTB4\nPAOueaDxEADrs9aSHZlBt7t7QPAyEpvVxq1zPsqOd/YAcJNxLStTxmf9FIvFggUtJCkiIiIip5fR\nBDAtQES/99ae4GWofRHA4LJY/ZyffDGZyREjHTImXmBXVSG7qvbRZKljZkIKZS2V5M11cqDQN1Wq\nrq2bFTFhOFy+YOJoTRvUQHVjJxeumjHstd/eXcnBsmYOljWzeV81/3332TQ7fGWay2rbiI70hWZ3\nX7uAv75u8o93DrPASOJQRQuRYYEkxoQOWkizschXeW1h5iwSw4cPnkby0XlXsrViN1fMXzvsNDE5\nMyUknLr/10SOpf4mE0n9TSaa+tzpYzQBzEbgSuCvPTkwe/rt2wfMMgwjFmjDN33sJyNd7Po5F5xk\nU0cvyBXCrqp9mJUlZNiz+epb38MT5uHfb/0i//vH/fzuuQIef3nfgIUwAeIigqitbR3mqrD7gG9O\n29K8BLYdqOXW+17hwqV9uToFh+pJTwhj+aw4kiIX8N1HP+QHf9hCl9PNMiMBq9VCbW0rbo8bh7uL\nw83FbKvYQ0hAMN4OO7Wdw997JGsSz2VN4rk0NzgAx0ldQ6afhISIEfuzyHhSf5OJpP4mE019buKN\nFDCOJoB5BlhvGMb7gAW43TCMm4Fw0zQfMgzjy8ArgBVfFbLycWjzmPRWzKpqr8HtcfvXOqn1FLM0\nL4GC4gbsNisNLV0Dzuu33uQAHQ4XL7xfzM6iOkKDAvjUlXPY9lPfOjWv9xQj6LVmYSoWi4Ws5AgW\n5MT517bJz4rxH/OHwr+wo7YvDvzknJuUayIiIiIiMgrHDWBM0/QAdx+zeX+//c8Dz49zu8YkISQe\nq8VKQd0+DiUf8W+v7qjls1evwuP14vF4eb+wioq6ds6Zn8KP/rKddsfQVcru/+tODlW0AJAUG0qg\n3YYF/Hk1N184i6feLMJisXDW3GT/edevzfEHMLOzYni16F22lxb6g5f1mWuZE2eQF5Mz/j8EERER\nEZFpaNIWsjyVbFYbHq+HVmcbD+x4yL+93tGA1WrBigVssGJuDC8c2UpEVCKhQXY6ugavE9PY2sWh\nihZmpEQyKz2Kc3oWofzBZ86ivtlBTloUQXYbXiDIbiM8pC8HJTUuzP+6w1bD77Y94X+/NHEhV+de\ndgqeXkRERERk+pqWAQzA6tQVbKzYAviChcL6/RTU7ee/Nv2Ery79HMEBwTy0548cbDpMh7MTe0wY\njTWDyxybRxsBWD47kUtWZvq3J8WEkhQT6n+/flnGoHOtVgtfunEhQXYbfz/4GACXZK0Di4WVw5RG\nFhERERGR4U3bAObm2deTHJZEh7OTy2ZcyEvFb7CpcivVHTX8+3v3kRmRxtFWX7rO9ppduJPceIPi\n6XauI9Bu819n/1FfUTUjM/qk2jF/Zhwer4eqQzUAXDZjPTar7ThniYiIiIjIUKZ15vi6jHO5YuZF\nWC1WLp+xns8vvNO/72hrOfPjfQtdur2+Usi26DrqW/qqeL1fUMm7uyqICLWTmRR+0u1odDTT7XFy\nduYyBS8iIiIiImMwbUdghpIclsg3V3yZA02HCLeHsTRxIbtqC9hStZ1ddYV4OsL55sObOWtOErdf\nls/bOysAuOmCWdisJx/rVXX4Rl/SI5OPc6SIiIiIiIzkjApgAFLDk0kN7wskFiXOZ1HifP7j7e/R\nFuArq7xpbzUr8pMormwhKzmCVXNHF3h0ujr51c5HCLDa+NT8Wwmz+3JkqturffeOUAAjIiIiIjIW\n03oK2YlICIvBYu/mhvNnAPDy5hJcbi9GxuhzX3bUFHCkpYSDTYfZWL7Zv72yJ4DRCIyIiIiIyNgo\ngOmREp4IFi85M32DUgfKmgHIG0UA4/S46HR1sqF8k3+b2VjEgcZDeLwe9jYcIDQghFQFMCIiIiIi\nY3LGTSEbTu+0ssquUgIDrHS7PADMSo867rm/3f0o+xoOAL6SzbvrCtnfeJD9jQe5JGsdTV3NrEhe\nQoAS+EVERERExkQBTA8jJherxcpfDzxLYF4S3fsWkBwTQURo4KBjW7vb2FC+mUPNR1iSuMAfvARY\nbNxoXM28+HxKW8t5t/wDXi55E4CFCfMm9HlERERERKYjBTA90sJT+NyCO/jn4Zc5ShnWqHryMtIH\nHOP0uPir+Sybq7b5Sy/3Bi9GTC4fNa4h3B7GiuQlrEheQkZEGo/tfRKAObF5E/tAIiIiIiLTkAKY\nfvLj8rDb7Ny//f/INbq5ZkXOgP1bKrfxfuUWooOiaO1uw+11Mz9+Dgvi57IqZRkWi2XA8SuSl1DR\nVkV4YBiBtsEjOSIiIiIicmIUwBwjKTQBgLh4iArzBR2bK7fR3NXCjto9ANy76C6Sw5JGdb2rcy87\nNQ0VERERETkDKYA5Rpg9FKvFSnNXKwA7a/bwx31P+fenhiWTFJo4Wc0TERERETmjKYA5htViJTIw\ngpbuFg42Hubhgj8BcEn2BbQ521mTtmrQVDEREREREZkYCmCGEBUYSUlrKb/Z/SgAV868mEuyL5jc\nRomIiIiIiBayHEpCaBwADreDT865ScGLiIiIiMhpQgHMEAIsvoGpQKudFclLJrk1IiIiIiLSSwHM\nENZlnkuwLYi75t862U0REREREZF+lAMzhLTwFH563n9PdjNEREREROQYGoEREREREZEpQwGMiIiI\niIhMGQpgRERERERkylAAIyIiIiIiU4YCGBERERERmTIUwIiIiIiIyJShAEZERERERKYMBTAiIiIi\nIjJlKIAREREREZEpQwGMiIiIiIhMGQpgRERERERkylAAIyIiIiIiU4YCGBERERERmTIUwIiIiIiI\nyJRh8Xq9k90GERERERGRUdEIjIiIiIiITBkKYEREREREZMpQACMiIiIiIlOGAhgREREREZkyFMCI\niIiIiMiUoQBGRERERAQwDMMy2W2Q41MAIzIN6ANXJoJhGGGGYYRPdjvkzGAYRoA+22QiGYYRCyRN\ndjvk+BTAjBPDMO41DOMrhmEsmey2yJnBMIwrDMN4eLLbIWcGwzDuAZ4EFkx2W2T6MwzjG8CDwOWT\n3RY5MxiG8UngAHD3ZLdFjk8BzBj1fCP5d2AR4AC+YhhG/iQ3S84Ms4BbDcOYZ5qm1zAM22Q3SKYf\nwzASDMPYByQCN5um+X6/ffp2XMaVYRhBhmE8AMQCPwOC+u1Tf5NxZxjGKsMwXgbOArYCr/RsV387\njSmAGbtAoAO4F/gN0AU0T2qLZFozDKP//7d/B34MYJqme3JaJNOZaZq1QCFQBHzbMIyHDcP4Uc8+\n76Q2TqYjF76g5UXgc8BawzC+DupvcsrkAP9jmuZn8QUv80D97XSnAOYkGIbxGcMwPtPzNg54xDTN\nDuBrwI34fsl/redY/YxlzHr63Kd73loMwwgFlpimeQuQZBjGq4ZhXDWJTZRppH9/6xnZewX4N3xB\nzDeAFYZhfKtnvz7jZEyO+XxL6/nvKmAX8D3gUsMwvt1zrPqbjFlPn/tsz9vHTdN8p+ezbi5wqOcY\n9bXTmP5xTs4a4P8ZhhFqmmaRaZpv92x/BV/y14PA3YZhhJim6ZmsRsq0sgb4Rk+fcwMhQJFhGJ8A\nLPimML4+mQ2UaeXY/lYA/Ap4rGdE5nPA1YZhBOkzTsZB//52FGgFrgEKTNOsxpeTcLVhGMHqbzJO\n1gBf6+lzXsMwAns+6w4ANwCor53eFMCMgmEYyf1ezwVaABP4fs+23p/jEdM02/GNyjyNLydG5ISN\n0Od+0LM5BrgHOBe4GNiGbwRQ5ISN0N/+p2fzduAxfHkJANnA86Zpdk1gM2WaGKG//ahn82+BSmBB\nz7fiM4A3TNPU71Q5Kcf7Ow7onYL9JtBoGEbKxLZQTpTF69UUv+EYhpEO3IcvefV54FWgCUgGyoHd\nwGWmae43DGM18BFgPr7A8Gemab46Ge2WqWuUfe5K0zQLDcNYYJrm7p7zcoEZpmm+NikNlynpBD/j\nLgA+gW+Kjwf4oWmab01Gu2VqGmV/u8I0zb2GYVwNXADkAaHAf+t3qpyoE/mM6zl+Gb4vB39hmub2\nyWizjI5GYEZ2G1CBb+53CvBVwG36tAGP0veN+CZ8kfyvTNO8RB+0cpJu4/h97nsA/YKXgJ6pjApe\n5ETdxvH7W+8ozDv4pvL8r2maFyt4kZNwG8fvb73fiD9nmua9wH+apnmu2AS22QAAAfxJREFUfqfK\nSbqN0fc5TNPcii+vWcHLaU4jMMcwDON2YC2+JK4Z+L71OdzzDfengXLTNB/od3w58HnTNJ+djPbK\n1Kc+JxNJ/U0mkvqbTDT1uTODRmD6MQzjh8ClwAPAQuCTQG+1sTJ8SdJZPSu19roV3zxKkROmPicT\nSf1NJpL6m0w09bkzhwKYgaKAh3qGDn+Jr+rOzYZhLOpJHqwBgoG23gWOTNN8wzTNfZPWYpnq1Odk\nIqm/yURSf5OJpj53hgiY7AacLnoqiT0NbO7Z9FHgn8Ae4AHDMD4FXIivwpjNNM3uSWmoTBvqczKR\n1N9kIqm/yURTnzuzKAdmCIZhROIbZvyIaZpVhmF8E1/50CTgq6ZpVk1qA2XaUZ+TiaT+JhNJ/U0m\nmvrc9KcRmKGl4ev4UYZh/ALfIm5fN03TObnNkmlMfU4mkvqbTCT1N5lo6nPTnAKYoa0Bvg4sAf5k\nmubjk9wemf7U52Qiqb/JRFJ/k4mmPjfNKYAZWjfwLeAnmiMpE0R9TiaS+ptMJPU3mWjqc9OcApih\nPWqappKDZCKpz8lEUn+TiaT+JhNNfW6aUxK/iIiIiIhMGVoHRkREREREpgwFMCIiIiIiMmUogBER\nERERkSlDAYyIiIiIiEwZCmBERERERGTKUAAjIiIiIiJThgIYERERERGZMv4/wBIq4tTH2iEAAAAA\nSUVORK5CYII=\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x15d418ef0>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "metrics_test = AbuMetricsBase.show_general(*abu_result_tuple_test, only_show_returns=True)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 满仓乘数\n",
    "\n",
    "《量化交易之路》中通过把初始资金扩大到非常大，但是每笔交易的买入基数却不增高，来使交易全部都成交，再使用满仓乘数的示例，由于需要再次进行全市场回测，比较耗时，下面直接示例通过AbuMetricsBase中的transform_to_full_rate_factor接口将之前的回测结果转换为使用大初始资金回测的结果：\n",
    "\n",
    "\n",
    "第一次运行select：transform，然后点击run select_full，如果已经运行过可select：load直接从缓存数据读取：\n",
    "\n",
    "备注：即使不重新做全市场回测，由于设计所有交易单的重新计算，所有仍然需要时间，下面操作属于耗时操作"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 29,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "please wait! load_pickle....: /Users/Bailey/abu/data/cache/n5_test_us_full_rate_capital\n",
      "please wait! load_pickle....: /Users/Bailey/abu/data/cache/n5_test_us_full_rate_benchmark\n"
     ]
    }
   ],
   "source": [
    "test_frm = None\n",
    "def run_transform():\n",
    "    global test_frm\n",
    "    test_frm = metrics_test.transform_to_full_rate_factor(n_process_kl=4, show=False)\n",
    "    \n",
    "    # 转换后保存起来，下次直接读取，不用再转换了\n",
    "    from abupy import AbuResultTuple\n",
    "    test_us_fr = AbuResultTuple(test_frm.orders_pd, test_frm.action_pd, test_frm.capital, test_frm.benchmark)\n",
    "    abu.store_abu_result_tuple(test_us_fr, n_folds=5, store_type=EStoreAbu.E_STORE_CUSTOM_NAME, \n",
    "                               custom_name='test_us_full_rate')\n",
    "\n",
    "def run_load():\n",
    "    global test_frm\n",
    "    test_us_fr = abu.load_abu_result_tuple(n_folds=5, store_type=EStoreAbu.E_STORE_CUSTOM_NAME, \n",
    "                                           custom_name='test_us_full_rate')\n",
    "    # 本地读取后使用AbuMetricsBase构造度量对象，参数enable_stocks_full_rate_factor=True, 即使用满仓乘数\n",
    "    test_frm = AbuMetricsBase(test_us_fr.orders_pd, test_us_fr.action_pd, test_us_fr.capital, test_us_fr.benchmark,\n",
    "                              enable_stocks_full_rate_factor=True)\n",
    "    test_frm.fit_metrics()\n",
    "\n",
    "def select_full(select):\n",
    "    if select == 'transform':\n",
    "        run_transform()\n",
    "    else:\n",
    "        run_load()\n",
    "\n",
    "_ = ipywidgets.interact_manual(select_full, select=['transform', 'load'])"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "使用test_frm进行度量结果可以看到所有交易都顺利成交了，策略买入成交比例:100.0000%，但资金利用率显然过低，它导致基准收益曲线和策略收益曲线不在一个量级上，无法有效的进行对比："
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 30,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "买入后卖出的交易数量:29786\n",
      "买入后尚未卖出的交易数量:625\n",
      "胜率:46.5420%\n",
      "平均获利期望:8.4243%\n",
      "平均亏损期望:-5.7298%\n",
      "盈亏比:1.3117\n",
      "策略收益: 12.2341%\n",
      "基准收益: 111.5646%\n",
      "策略年化收益: 2.4507%\n",
      "基准年化收益: 22.3484%\n",
      "策略买入成交比例:100.0000%\n",
      "策略资金利用率比例:29.7226%\n",
      "策略共执行1258个交易日\n"
     ]
    },
    {
     "data": {
      "image/png": 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kMhBeepYwRAGMsf9dRERERERkoiivcQBwyanTMBoMLJubA0BqYgyLijJ7PMZsMtJbbbCW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TaVbE8WH5p+LfubDvaXuhzOjLh5JCY52F6/k97QGuCTFmSXkuXJpCilkKKUqSP6ff963++wgVtm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\njP8PQMe6UtB9dXEAAAAASUVORK5CYII=\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x15725af28>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/plain": [
       "<abupy.MetricsBu.ABuMetricsBase.AbuMetricsBase at 0x15725a4a8>"
      ]
     },
     "execution_count": 30,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "AbuMetricsBase.show_general(test_frm.orders_pd, \n",
    "                            test_frm.action_pd, test_frm.capital, test_frm.benchmark, only_show_returns=True)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "转换出来的test_frm即是一个使用满仓乘数的度量对象，下面使用test_frm直接进行满仓度量即可："
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 31,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "买入后卖出的交易数量:29786\n",
      "买入后尚未卖出的交易数量:625\n",
      "胜率:46.5420%\n",
      "平均获利期望:8.4243%\n",
      "平均亏损期望:-5.7298%\n",
      "盈亏比:1.3117\n",
      "策略收益: 61.8465%\n",
      "基准收益: 111.5646%\n",
      "策略年化收益: 12.3890%\n",
      "基准年化收益: 22.3484%\n",
      "策略买入成交比例:100.0000%\n",
      "策略资金利用率比例:29.7226%\n",
      "策略共执行1258个交易日\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "<class 'abupy.MetricsBu.ABuMetricsBase.AbuMetricsBase'>\n"
     ]
    },
    {
     "data": {
      "image/png": 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rMj4zmLeyvqiWNz7fgz8QoNnpISWx76picTFmrrl4Nj+6ZA5Go2HYxysDpwBG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eMGLzC4wa7X301rXxtOm4PbZ38oErwAFHhy+cLiu/nIrA8CUNfVMKrPdCr8AT8bG7YMK0uNSR6n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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x1451da588>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "print(type(test_frm))\n",
    "test_frm.plot_returns_cmp(only_show_returns=True)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "如果不需要与基准进行对比，最简单的方式是使用plot_order_returns_cmp()函数，之后章节‘第11章-量化系统-机器学习•ABU’会使用plot_order_returns_cmp()度量对比开启裁判系统和未开启裁判系统的交易结果："
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "买入后卖出的交易数量:29786\n",
      "买入后尚未卖出的交易数量:625\n",
      "胜率:46.5420%\n",
      "平均获利期望:8.4243%\n",
      "平均亏损期望:-5.7298%\n",
      "盈亏比:1.3117\n",
      "所有交易收益比例和:260.3562 \n",
      "所有交易总盈亏和:14980168.6900 \n"
     ]
    }
   ],
   "source": [
    "# 如果不需要与基准进行对比，最简单的方式是使用plot_order_returns_cmp\n",
    "metrics_test.plot_order_returns_cmp()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
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    "_____"
   ]
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    "## 其它市场的回测\n",
    "\n",
    "### A股市场训练集交易回测\n",
    "\n",
    "**请阅读abu量化文档相关章节**"
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